{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 一张统计图形就是从数据到几何对象(geometric object, 缩写为geom)的图形属性(aesthetic attributes, 缩写为aes)的一个映射。此外, 图形中还可能包含数据的统计变换(statistical transformation, 缩写为stats), 最后绘制在某个特定的坐标系(coordinate system, 缩写为coord)中, 而分面(facet)则可以用来生成数据中不同子集的图形。----- Hadley Wickham\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T08:23:29.047508Z",
     "start_time": "2020-09-29T08:23:20.001748Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import ggplot as gg #两个库对比着用，所以就不写 from ggplot import * 了\n",
    "import plotnine as pn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['font.family']='SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams[\"axes.prop_cycle\"] = mpl.cycler('color', ['1EAFAE', 'A3FFFF', '69FFFF'])\n",
    "#mpl.style.use('lyncolss')\n",
    "th=pn.theme_matplotlib(use_defaults=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#内置数据集\n",
    "from plotnine.data import diamonds\n",
    "dia=diamonds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#自建练习数据\n",
    "df=pd.DataFrame({'x':['Mon.','Tue.','Wed.','Thu.','Fri.'],\n",
    "                 'y':[76,37,90,60,50],\n",
    "                 'z':[37,46,53,81,60],\n",
    "                 'h':[2,5,1,3,3],\n",
    "                 'k':['a','a','c','d','c']})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基础图形绘制\n",
    "- 绘图框架\n",
    "- 基础geom和图元"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371860422389616)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_point(fill='#1EAFAE',color='#1EAFAE') #绘制基础散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-f37df944feef>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mggplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m \u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgeom_point\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'x'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#第二种写法\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "pn.ggplot(df)+ pn.geom_point(pn.aes(x='x',y='y')) #第二种写法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371860422343136)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.ggplot(df,gg.aes(x='x',y='y'))+ gg.geom_point(color='#1EAFAE') #用ggplot库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (176433248723)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df)+ pn.geom_point(pn.aes(x='x',y='y',size='h'),color='#1EAFAE') #映射h的值到点的半径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_bar()\n",
    "#x是分类变量时，会报PlotnineError，需要设置geom_bar的参数为 stat = \"identity\" (默认是 stat_count）或者用geom_col()\n",
    "#PlotnineError: 'stat_count() must not be used with a y aesthetic'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pn.ggplot(df,pn.aes(x='k', y='y'))+ pn.geom_bar() #都是数值变量没问题 也会PlotnineError"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185195750853)>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_col()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371860421393713)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.ggplot(df,gg.aes(x='x', y='y'))+ gg.geom_bar(fill='#1EAFAE') #ggplot库的bar是可以出图的，但显然也是stat_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185194475640)>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE') #改颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851658933788)>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#增加文本标签和图表标题\n",
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE') \\\n",
    "         + pn.geom_text(pn.aes(label='y'),va='bottom') +pn.ggtitle('每天骑行时间(mins)')+th"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851763659376)>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_col(fill='#1EAFAE') \\\n",
    "         + pn.geom_text(pn.aes(label='y'),va='bottom') +pn.ggtitle('每天骑行时间(mins)')+pn.xlab('weekday')+pn.ylab('t/mins')+th"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851659377173)>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE') \\\n",
    "         + pn.geom_text(pn.aes(label='y'),va='bottom') +pn.ggtitle('每天骑行时间(mins)')+pn.xlab('weekday')+pn.ylab('t/mins')+pn.theme_matplotlib(use_defaults=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ggplot(df,aes(x='x',y='y')) \\\n",
    "    + geom_bar(stat = \"identity\",fill='#1EAFAE') \\\n",
    "    + geom_text(aes(label='y'),va='bottom') \\\n",
    "    + ggtitle('每天骑行时间(mins)') \\\n",
    "    + xlab('weekday')+pn.ylab('t/mins') \\\n",
    "    + theme_matplotlib()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185195776730)>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE') \\\n",
    "         + pn.geom_label(pn.aes(label='y'),va='bottom') +pn.ggtitle('每天骑行时间(mins)')+pn.xlab('weekday')+pn.ylab('t/mins')+th"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#会有背景边框,而且官网找不到geom_label 了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185195776758)>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#换一个坐标系映射\n",
    "pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE')\\\n",
    "   + pn.geom_text(pn.aes(label='y'),ha='left')+ pn.coord_flip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'plotnine' has no attribute 'coord_polar'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-40-ce8d9a67e4c1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mggplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'x'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m \u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgeom_bar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstat\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"identity\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfill\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'#1EAFAE'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m \u001b[0mpn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcoord_polar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: module 'plotnine' has no attribute 'coord_polar'"
     ]
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE')+ pn.coord_polar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plotnine目前没有极坐标系了，说法是极坐标跟着geom_carto一起完善\n",
    "#https://github.com/has2k1/plotnine/issues/10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851658730622)>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.ggplot(df,gg.aes(x='x', y='y'))+gg.geom_bar(stat = \"identity\",fill='#1EAFAE')+ gg.coord_polar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#ggplot库还是有的,ggplot库没有geom_col()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371860421339532)>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y',width=15))+ pn.geom_line(group = 1,color='#1EAFAE')          #折线图，x是分类变量，需要设置group参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185196069696)>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='z', y='y'))+ pn.geom_line(group = 1,color='#1EAFAE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185196295046)>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_step(group = 1,color='#1EAFAE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 复合图表\n",
    "\n",
    "- 多图叠加\n",
    "- 统计处理\n",
    "- 分面\n",
    "- 主题和图元个性化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#热身完毕"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185196346800)>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x',y='y'))+ pn.geom_bar(stat = \"identity\",fill='#1EAFAE') \\\n",
    "   + pn.geom_line(pn.aes(x='x',y='z'),group = 1,color='#ba5c25')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185195997623)>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.ggplot(df,gg.aes(x='x',y='y'))+ gg.geom_bar(stat = \"identity\",fill='#1EAFAE')+gg.geom_line(gg.aes(x='x',y='z'),color='#ba5c25')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851658416724)>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='k', y='y'))+ pn.geom_point()+pn.stat_summary()                            #stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from plotnine.data import diamonds\n",
    "dia=diamonds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "53940\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.23</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>SI2</td>\n",
       "      <td>61.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.95</td>\n",
       "      <td>3.98</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.21</td>\n",
       "      <td>Premium</td>\n",
       "      <td>E</td>\n",
       "      <td>SI1</td>\n",
       "      <td>59.8</td>\n",
       "      <td>61.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   carat      cut color clarity  depth  table  price     x     y     z\n",
       "0   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98  2.43\n",
       "1   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84  2.31"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(dia))\n",
    "dia.head(2) #上面引入了plotnine内置的钻石数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.23</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>SI2</td>\n",
       "      <td>61.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.95</td>\n",
       "      <td>3.98</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.21</td>\n",
       "      <td>Premium</td>\n",
       "      <td>E</td>\n",
       "      <td>SI1</td>\n",
       "      <td>59.8</td>\n",
       "      <td>61.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.23</td>\n",
       "      <td>Good</td>\n",
       "      <td>E</td>\n",
       "      <td>VS1</td>\n",
       "      <td>56.9</td>\n",
       "      <td>65.0</td>\n",
       "      <td>327</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.07</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   carat      cut color clarity  depth  table  price     x     y     z\n",
       "0   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98  2.43\n",
       "1   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84  2.31\n",
       "2   0.23     Good     E     VS1   56.9   65.0    327  4.05  4.07  2.31"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dia.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "    #对克拉carat和价格的拟合   #因为5万多条数据，跑起来有些慢"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185196487495)>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(dia,pn.aes(x='carat', y='price',color='cut'))+ pn.geom_point()+pn.stat_smooth()           "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'sort'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\IPython\\core\\formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, obj)\u001b[0m\n\u001b[0;32m    700\u001b[0m                 \u001b[0mtype_pprinters\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtype_printers\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    701\u001b[0m                 deferred_pprinters=self.deferred_printers)\n\u001b[1;32m--> 702\u001b[1;33m             \u001b[0mprinter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpretty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    703\u001b[0m             \u001b[0mprinter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mflush\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    704\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mstream\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\IPython\\lib\\pretty.py\u001b[0m in \u001b[0;36mpretty\u001b[1;34m(self, obj)\u001b[0m\n\u001b[0;32m    398\u001b[0m                         \u001b[1;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m                                 \u001b[1;32mand\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dict__\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'__repr__'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 400\u001b[1;33m                             \u001b[1;32mreturn\u001b[0m \u001b[0m_repr_pprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    401\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    402\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0m_default_pprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\IPython\\lib\\pretty.py\u001b[0m in \u001b[0;36m_repr_pprint\u001b[1;34m(obj, p, cycle)\u001b[0m\n\u001b[0;32m    693\u001b[0m     \u001b[1;34m\"\"\"A pprint that just redirects to the normal repr function.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m     \u001b[1;31m# Find newlines and replace them with p.break_()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 695\u001b[1;33m     \u001b[0moutput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrepr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0moutput_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplitlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\ggplot\\ggplot.py\u001b[0m in \u001b[0;36m__repr__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    114\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    115\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 116\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmake\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    117\u001b[0m         \u001b[1;31m# this is nice for dev but not the best for \"real\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    118\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menviron\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"GGPLOT_DEV\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\ggplot\\ggplot.py\u001b[0m in \u001b[0;36mmake\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    634\u001b[0m                         \u001b[1;32mif\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    635\u001b[0m                             \u001b[1;32mcontinue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 636\u001b[1;33m                         \u001b[0mlayer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfacetgroup\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_aes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    637\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    638\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_limits\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\ggplot\\stats\\stat_smooth.py\u001b[0m in \u001b[0;36mplot\u001b[1;34m(self, ax, data, _aes)\u001b[0m\n\u001b[0;32m     75\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     76\u001b[0m         \u001b[0msmoothed_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my1\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my2\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 77\u001b[1;33m         \u001b[0msmoothed_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msmoothed_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'x'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     78\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     79\u001b[0m         \u001b[0mparams\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_plot_args\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_aes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5128\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5129\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5130\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5131\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5132\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'sort'"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gg.ggplot(dia,gg.aes(x='carat', y='price'))+ gg.geom_point()+gg.stat_smooth()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851765378230)>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#分面 facets\n",
    "pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_col()+pn.facet_wrap('k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qVwCAqGrPkzZt2hTf/e534957743NmzfHueeeG/fdd19ccMEFUVV1cMlTTz01Jk6cGBdffHFJGwYAurd2hZcTTzwxBg8eHH/5l38ZV155ZQwdOvQjHzd69Oj41Kc+VVSDAAAf1q7w8sQTT8S0adOisvLwnzqNHDkynnnmmXY1BgDwUdoVXqZPn17qPgAAjohfDwAAJEV4AQCSIrwAAEkRXgCApAgvAEBShBcAICnCCwCQFOEFAEiK8AIAJEV4AQCSIrwAAEkRXgCApAgvAEBShBcAICnCCwCQFOEFAEiK8AIAJEV4AQCSIrwAAEkRXgCApAgvAEBShBcAICnCCwCQlKqsG+gINTU1UVtbW/Q6FRUVERFRV1cX+Xy+6PU6S+/evYt6fpb73R1q19XVRWVltl83pDoj3WE+Su1oz3Up5tN5Onqpviazqt0lw0tLS0u0tLQUvU4ul4uamprYvXt3tLa2lqCzzrFr166inp/lfneV2ocLz7t37y5q7VJIdUa6ynx0po861x09n87T0Uv1NVnq2kd64aFLhhfKw8nPPdup9daeMblT6wGQDd/zAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJCUqqwb2LdvX9x9993x3//937Fr167o169fXHTRRXHmmWdGRMTs2bNjx44dUVl5MGf1798/Fi9enGHHAECWMg8vra2tcdxxx8X8+fNjwIABsWHDhpg3b14cf/zxMXr06IiIuOGGG+Lkk0/OuFMAoBxk/rFRjx49YubMmXH88cdHZWVljBkzJk466aR4+eWXs24NAChDmV95+V179+6N1157LaZPn17Ydscdd0Q+n48hQ4bErFmzYsyYMRl2CABkqazCSz6fjzvvvDNOPPHE+NM//dOIiLjuuutixIgRERGxYsWKmDt3bixatCgGDBhQeF5TU1M0NTUVbtfW1sagQYOK7ieXy7X5MxXF9mu/O3a/y+G4pnKsyqVu1rWLcbT9lmL/nKejl+prMqvaZRNe8vl8LFmyJLZt2xbz5s2LioqKiIg2V1nOO++8ePbZZ2Pt2rUxderUwvalS5fG3LlzC7cbGxtjwYIFJeutvr6+ZGt1hj59+pRkHfvdMUrVZzn0kNWMZDmbXf11Ucr5dJ6OXOqvyc6uXRbhJZ/Px9133x3/8z//E7fcckv06NHjkI+trKyMfD7fZtucOXPi/PPPL9yura2N7du3F91XLpeL+vr62LlzZ7S2tha9Xmcpdt/td/H7fbg3olLMZrHK6VilUDfr2sX4qHPd0fPpPB29VF+Tpa59pCGuLMLL0qVL45VXXon58+dHr169Ctu3bt0aW7ZsiZEjR0ZExMqVK2Pjxo1x7bXXtnl+Q0NDNDQ0FG43NzeX9OS1trYm9SIoVa/2u2OUwzFN5ViVW92sa7fH0fbaVd47u/p5Otw63eGYZx5etmzZEv/1X/8V1dXVccUVVxS2X3jhhXHqqafGPffcE01NTVFVVRUnnHBC3HTTTW2CCgDQvWQeXgYMGBD/+Z//ecj777zzzk7sBgAod5n/nBcAgKMhvAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASanKuoGOUFNTE7W1tUWvU1FRERERdXV1kc/ni16vs/Tu3buo59vvjt3vurq6qKzM9uuGVI5VudTNunYxjvZcl2I+naejl+prMqvaXTK8tLS0REtLS9Hr5HK5qKmpid27d0dra2sJOuscu3btKur59rv4/T5ceN69e3dRa5dCOR2rFOpmXbsYH3WuO3o+naejl+prstS1j/TCg4+NAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJJSlXUDR+K9996LxYsXxwsvvBA9e/aMGTNmxHnnnZd1WwBABpIIL0uXLo3W1tb4t3/7t2hqaoq///u/j4997GMxYcKErFsDADpZ2X9stHfv3vjxj38cs2bNil69esWIESPi7LPPjh/+8IdZtwYAZKDsw8vbb78dERFDhgwpbBs+fHi88cYbWbUEAGSo7D822rt3b/Ts2bPNtrq6utizZ0/hdlNTUzQ1NRVu19bWxqBBg4quncvl2vyZimL7td8du9/lcFxTOVblUjfr2sU42n5LsX/O09FL9TWZVe2KfD6f77Rq7bBp06a4/vrr49FHHy1se+aZZ+Lxxx+PO++8MyIivvGNb8TcuXML9zc2NsaCBQs6vVcAoOOV/ZWXwYMHR0TEr371qzjhhBMiIuL111+PoUOHFh4zZ86cOP/88wu3a2trY/v27UXXzuVyUV9fHzt37ozW1tai11O7+9Tu06fPIe8rxWxGdJ1jlULdrla7o+ezKx0rtTu39uFm88PKPrz06NEjTj/99Ljvvvviq1/9arz77ruxYsWK+Nu//dvCYxoaGqKhoaFwu7m5uaQnr7W1tdOHQe2uW7vUa3flY1VudbtDbe+daqdQu+zDS8TBKyt33XVXXH755dGrV6+YOXNmfOITn8i6LQAgA0mEl2OOOSb+7u/+Lus2AIAyUPb/VRoA4MOEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASEueQ9q8eXP+5ptvzm/evFlttctOdzxW3XGfs67dHt31WKndebWFl8NYu3ZtPiLya9euVVvtstMdj1V33Oesa7dHdz1WandebR8bAQBJEV4AgKQIL4fR0NAQN998czQ0NKitdtnpjseqO+5z1rXbo7seK7U7r3ZFPp/Pd1o1AIAiufICACRFeDlCS5Ysifvvvz/rNkpuxYoV8bWvfS3rNpLxrW99qyznwHxiNjuf+TxypZ7PqpKtlKjGxsZ45ZVXIpfLFbZdd911ceqpp7Z53Fe+8pWiaqxbty4WLlwYY8aMKWz/l3/5l3jyySfjy1/+ckydOrXd6x/OjBkzCn9vaWmJXC5X2NcLL7ww+vbt2yF1j7T+h+8vlYcffjhefPHFWLBgQWHb17/+9di1a1csWbKksG3hwoXRr1+/mD17dsl7KBXz2bXm02y2r475NJ+/q9uHl4iI2bNnH3L48/l8HDhwoM0LtD0GDx4cK1euLLz49u/fH88++2yHf4PTQw89VPj71772tZg6dWqcc845hW0rVqzItH5HGD9+fDz44IOxb9++qK6ujpaWlnjrrbeitrY2tm/fHn369ImIiPXr18c111zTob2UgvnMrn6pmc32MZ/m83cJLx+hsbExRo0aFRs2bIiNGzfG/Pnz4+mnn44+ffrEZZdd1q41p0yZEk8++WRcddVVUVtbGz/72c9i2LBhsW/fvsJjVqxYEf/xH/8RO3bsiD/+4z+Oq6++OgYPHhwRB98kpk2bFqtXr47NmzfHmDFj4m/+5m/imGOOKck+L1u2LJ5++umorq6Oyy+/PM4888yIOHgsJk+eXHiDWrt2bfzzP/9zfOc73ymq3ooVK+Kpp56K22+/vbDti1/8Ylx//fUxfvz4yOfz8fjjj8fy5ctj586dMWrUqLjmmmuiX79+f3DtE088MSorK+PVV1+NsWPHxoYNG2LEiBFx7LHHxvr16+OMM86IX/3qV7Fz584YM2ZMPPbYY4es84tf/CKWLl0azc3Nceqpp7Y5X1kxn+nOp9lsH/PZlvn0PS+H9Mwzz8RVV10VDz74YIwYMaLo9f7oj/4oTjrppPjJT34SEQeH7+yzzy7c/8tf/jK+853vxF//9V/HvffeG6NHj45bbrkl9u/fX3jM6tWro7GxMb73ve/F7t2744knnii6r4iITZs2xXHHHRf33ntvfOlLX4olS5bE+++/X5K12+sHP/hBrF69OubOnRv33ntvjBgxIm677bYjem4ul4vRo0fHunXrIuLgVwljx46NsWPHttk2dOjQWL169SHr7Nq1KxYsWBAXXnhh3H///TFhwoR4/vnnO2aHj5L5THM+zWb7mM+j0x3mU3iJiH/913+NSy65JC655JK48sorIyLirLPOiuHDh0cul4vq6uqS1Dn77LNj5cqV8etf/zo2bNgQp512WuG+VatWxTnnnBOjR4+O6urquPjii2PXrl3x6quvFh7z2c9+Nvr37x89e/aMSZMmxaZNm0rSV9++fWPatGmRy+Vi0qRJUVFREW+//XZJ1m6vp556KmbNmhUDBw6MqqqquOSSS+K1116LrVu3HtHzx40bV3ixrVu3rvACXL9+fWHb+PHjD1vnZz/7WQwaNCjOOuusyOVycc4558TQoUM7bJ8PxXx2rfk0m+1jPo9cd5hPHxtFxJVXXtnmc9vGxsbo379/yev82Z/9Wdx9993xyCOPxGmnnRY1NTWF+7Zt2xaf/OQnC7dzuVz069cvtm3bVth27LHHFv5eW1sbe/fuLUlfH1631Gu317vvvhu33XZbVFb+Nl9XVlZGc3PzEZ2bcePGxcMPPxx79+6N119/PUaNGhXV1dWxc+fO2LlzZ7z00ksxe/bsWL58+SHr/N///d/v1RowYEDpdvIImc9j29xOfT7NZvuYzyPXHeZTeDmEioqKkq9ZVVUVZ5xxRjzxxBPxD//wD23u69u3b5tU3NraGs3NzR3+3ex/SI8ePeKDDz4o3N6xY0eHrLt///547733Crf79+8fX/nKV2L8+PHtWn/kyJERcfArkCFDhhS+AjzppJNixYoVsW3bthg3btxh6zQ1Nf3eVypbt26NYcOGtaunUjKfB6U4n2azfcznodftjvPpY6NONmPGjJg3b16MHj26zfYpU6bEypUrY+PGjbFv37548MEH45hjjikMUlaGDx8ea9asiT179sTWrVvj+9//fknWHTZsWLz99tvx6quvxr59++K+++6LAwcOFO6fOnVqLFu2LJqamiIi4r333ovnnnvuiNevqqqK0aNHx2OPPRbjxo0rbB83blw89thjMWTIkKivrz9snYkTJ8bmzZvjRz/6UbS2tsYzzzwTb7zxRil2v2yZz4M6cj7NZvuZz4PMp/DSLlu3bo0ZM2Yc8fdffNixxx4bn/jEJ35v+4QJE+Kyyy6Lb3/72/HFL34x1q9fHzfddFNUVR3ZxbEZM2YUPpMspQsuuCB69eoVl19+edx6660xZcqUNvd/4xvfaPPf+Y7UoEGDYubMmTFv3ryYPXt29O/fP+rr6wv3f/azn43JkyfHLbfcEl/4whfiq1/9arzwwguF+6+55ppYtWrVYWuMGzcuduzYEWPHji1sGzt2bOzYsaPwojxcnfr6+rjhhhvioYceiksvvTRefPHFOOWUUwprFTMHHcl8/la5zqfZbF9f5vMg8+l3GwEAiXHlBQBIivACACRFeAEAkiK8AABJEV4AgKQILwBAUoQXACApwgsAkBThBQBIivACACRFeAEAkiK8AJnauXNnDB06NC666KI226+55pro06dPvPXWWxl1BpQr4QXIVH19fXzve9+LRx55JJYtWxYREcuXL48lS5bEkiVL4mMf+1jGHQLlxm+VBsrCddddF9/97ndj1apVMW3atJg8eXI88MADWbcFlCHhBSgLe/fujZNPPjk2bdoUffv2jXXr1kWfPn2ybgsoQz42AspCjx494vOf/3x88MEHMXPmTMEFOCRXXoCysG7dupg4cWKMGTMmXn755Vi7dm2MGTMm67aAMiS8AJlraWmJT33qU1FXVxcrV66MM844I1pbW+MnP/lJVFdXZ90eUGZ8bARk7uabb46NGzfGv//7v0dNTU0sW7YsXn755Zg3b17WrQFlSHgBMrVmzZq47bbb4tvf/naMGDEiIiJGjRoVt912W9x6663x05/+NOMOgXLjYyMAICmuvAAASRFeAICkCC8AQFKEFwAgKcILAJAU4QUASIrwAgAkRXgBAJIivAAASRFeAICkCC8AQFKEFwAgKf8fOo1yO22VnaoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851764753916)>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_col(fill='#1EAFAE')+pn.facet_wrap('k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A5smnLzJ6/PHHlZCQIEnatm2bFi1apJUrV6pNmzaqqKhQaGhoreVdLpfKy8slXTia5XK5ao1JUnl5uSoqKuR0Oq+4bnl5ea11a8bLysqM7IZu++LcwsJC4wiZJAUHB6tt27Y/um9qOByOWv/1JLOy7ZZrZrZdc32lDt5r9sXFmd6uw465ZmbbLdfsbJ9uurp162Z8PWrUKO3atUuff/65Ro4cqZCQEKMJqlFaWmo0UxeP13ztdDoVEhJiNEiXW9fpdF6SXVZWdsXs+mz7Yunp6Vq0aJHxeO7cuVqyZMkV98mV1Pf0rC9k2y3XzGy75EZERPhEHWbnmpltt1wzsz2Z29C56ek67JxrZrbdcs3K9umm62L+/v6qrq6WJMXHxysvL88YKykpUVFRkeLj4yVdOHWYm5urrl27SpJyc3MVGRkpl8uldu3aSZIOHjyouLg4Y/yH665fv15VVVXGKcbc3FyNGDGi0du+2KRJkzRmzBjjcXBwsIqLi+u8TxwOh8LDw3XmzBm53e46r+fNbLvlmpnti7lX++FVn7nZ2Dq8kWtmtt1yzcxuaK4n52Zj6mhquWZm2y23Mdl1afy93nS53W653W5VVVWpqqpKlZWV8vf3V3FxsY4dO6brr79ekrR9+3Z98803evTRRyVJgwcP1syZM7V3717dcMMNyszMVJcuXRQbGytJGjp0qDZs2KDevXsrJCREa9eu1bBhwyRdOBLVv39/ZWZmatq0aTp69Ki2bdumJ598UpJ04403KjAwUBs3btTo0aO1e/duHTlyRImJiY3e9sViY2ON9SSpqKioQROoZj+awaxsu+WamW2X3IZm2eX1WZFtt1wzsz2Z25gcO7w+K3LNzLZbrlnZXm+61q5dq7feest4nJOTo6SkJI0bN04vv/yyCgsLFRAQoLi4OM2fP99oUOLi4jR16lSlpqaquLhY3bp108yZM42c4cOH6/jx45oxY4bcbrcGDRqk5ORkY3zSpElKTU3VhAkTFBoaqpSUFPXo0UOSFBAQoHnz5ik1NVVvvPGGoqOjNXfuXIWFhXlk2wAAoPnxq645XwefUFRUVK/lHQ6HIiIiVFxcbMohVjOy7ZZrZrYv5kZGRl5xzFfmJ++1+blmZjc015NzszF1NLVcM7PtltuY7KvNzxo+f8sIAACApoCmCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAsQNMFAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAsQNMFAABgAZouAAAAC9B0AQAAWCDA2wWgtqCgIAUHB9d5eT8/P0mSy+VSdXW1R2sxK9tuuWZm2y3X5XLJ37/uv6vZ7fWZmW23XDOzzcit79w0qw475pqZbbdcs7NpunxMZWWlKisr67y8w+FQUFCQSktL5Xa7PVqLWdl2yzUz2xdzr9b0l5aWWlaHN3LNzLZbrpnZDc315NxsTB1NLdfMbLvlNia7LgdMOL0IAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAsQNMFAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABag6QIAALBAgLcLePvtt7V9+3bl5eUpMTFRs2bNMsby8/O1cuVK5eXlKSYmRo888oi6d+9ujOfk5GjNmjU6deqUunbtqscee0ytW7c2xjMyMvTuu++qqqpKAwcO1MSJExUQcOEll5SUKC0tTXv27JHT6VRycrJGjRplybYBAEDz4/UjXa1atVJycrKGDx9e6/nz589r8eLFSkxM1Jtvvqm77rpLS5YsUUlJiSTp0KFDWrFihaZMmaKMjAy1bdtWy5YtM9bfunWrdu7cqeXLl2vVqlX67rvvlJWVZYynp6fL7XZr9erVmj9/vjIzM7Vv3z5Ltg0AAJofrzdd/fr1U9++fRUeHl7r+f379+vcuXMaO3asAgMDNWTIEEVHR2v37t2SpB07dqhXr17q2bOngoODlZKSogMHDqiwsFCSlJ2drTvvvFPR0dFq2bKlkpOTlZ2dLUmqqKhQTk6Oxo8fr9DQUCUkJCgpKckYN3PbAACgefJ603UlBQUFio+Pl7//v0vs1KmTCgoKJF04/depUydjLCwsTFFRUcrPzzfW79ixY611i4qKVFpaqsOHD0uSOnToYIx37ty51rpmbRsAADRPPnuRUXl5uVwuV63nXC6XysrKJF04WhUaGnrJeHl5uTH+w/Vrvi4vL1dFRYWcTucV1zVz2xfnFhYWGkfIJCk4OFht27a9/E65DIfDUeu/nmRWtt1yzcy2a66v1MF7zb64ONPbddgx18xsu+Wane2zTZfT6TSanBplZWVGsxQSEnLJeGlp6RXHa752Op0KCQkxGqTLrWvmti+Wnp6uRYsWGY/nzp2rJUuWXLpDfsTFp2c9yaxsu+WamW2X3IiICJ+ow+xcM7PtlmtmtidzGzo3PV2HnXPNzLZbrlnZPtt0dejQQevXr1dVVZVxmi83N1cjRoyQJMXHxysvL89YvqSkREVFRYqPjzfWz83NVdeuXY11IyMj5XK51K5dO0nSwYMHFRcXZ4z/cF2ztn2xSZMmacyYMcbj4OBgFRcX13k/ORwOhYeH68yZM3K73XVez5vZdss1M9sXc6/2w6s+c7OxdXgj18xsu+Wamd3QXE/OzcbU0dRyzcy2W25jsuvS+Hu96XK73XK73aqqqlJVVZUqKyvl7++vG2+8UYGBgdq4caNGjx6t3bt368iRI0pMTJQkDR48WDNnztTevXt1ww03KDMzU126dFFsbKwkaejQodqwYYN69+6tkJAQrV27VsOGDZN04UhU//79lZmZqWnTpuno0aPatm2bnnzySUkyddsXi42NNdaTpKKiogZNoJr9aAazsu2Wa2a2XXIbmmWX12dFtt1yzcz2ZG5jcuzw+qzINTPbbrlmZXu96Vq7dq3eeust43FOTo6SkpI0ffp0zZs3T6mpqXrjjTcUHR2tuXPnKiwsTJIUFxenqVOnKjU1VcXFxerWrZtmzpxp5AwfPlzHjx/XjBkz5Ha7NWjQICUnJxvjkyZNUmpqqiZMmKDQ0FClpKSoR48ekqSAgABTtw0AAJofv+rq6mpvF4F/KyoqqtfyDodDERERKi4uNuUQqxnZdss1M9sXcyMjI6845ivzk/fa/Fwzsxua68m52Zg6mlqumdl2y21M9tXmZw2fvWUEAABAU0LTBQAAYAGaLgAAAAvQdAEAAFiApgsAAMACXr9lBAAAMM/NH+/yaN7nAwZ6NK854UgXAACABWi6AAAALEDTBQAAYAGaLgAAAAtwIT0AAKg3LtCvP5ouAAC8jAameeD0IgAAgAVougAAACxA0wUAAGABrukCAKCOuPYKjcGRLgAAAAtwpMvHBAUFKTg4uM7L+/n5SZJcLpeqq6s9WotZ2XbLNTPbbrkul0v+/nX/Xc1ur8/MbLvlmpltRm5956ZZddRXWFiYrXLNzK5Prh3nvUTT5XMqKytVWVlZ5+UdDoeCgoJUWloqt9vt0VrMyrZbrpnZvph7taa/tLTUsjq8kWtmtt1yzcxuaK4n52Zj6vCks2fP2irXzOz65PrivK/LARNOLwIAAFiApgsAAMACNF0AAAAWoOkCAACwAE0XAACABWi6AAAALEDTBQAAYAGaLgAAAAtwc1QAAOAzmvLnW3KkCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAs4PN/vfjCCy9o586dCgj4d6lpaWmKioqSJOXn52vlypXKy8tTTEyMHnnkEXXv3t1YNicnR2vWrNGpU6fUtWtXPfbYY2rdurUxnpGRoXfffVdVVVUaOHCgJk6caGyrpKREaWlp2rNnj5xOp5KTkzVq1Chj3cZuGwAANB+2ONJ1xx13KCsry/hX03CdP39eixcvVmJiot58803dddddWrJkiUpKSiRJhw4d0ooVKzRlyhRlZGSobdu2WrZsmZG7detW7dy5U8uXL9eqVav03XffKSsryxhPT0+X2+3W6tWrNX/+fGVmZmrfvn0e2TYAAGhebNF0Xcn+/ft17tw5jR07VoGBgRoyZIiio6O1e/duSdKOHTvUq1cv9ezZU8HBwUpJSdGBAwdUWFgoScrOztadd96p6OhotWzZUsnJycrOzpYkVVRUKCcnR+PHj1doaKgSEhKUlJRkjDd22wAAoHnx+dOLkvT+++/r/fffV2RkpEaPHq3bbrtNklRQUKD4+Hj5+/+7d+zUqZMKCgokXTj9d/311xtjYWFhioqKUn5+vmJjY1VQUKCOHTvWWreoqEilpaU6cuSIJKlDhw7GeOfOnbVx40aPbBsAYJ6mfINN2JfPN12jR4/WAw88IJfLpS+//FJLly6Vy+VSv379VF5eLpfLVWt5l8ulsrIySReOVoWGhl4yXl5eboz/cP2ar8vLy1VRUSGn03nFdRu77RqFhYW1jn4FBwerbdu2ddgzFzgcjlr/9SSzsu2Wa2a2XXN9pQ7ea/bFxZlmMSvfbrlmZvtKrpn/T/l805WQkGB8feONN+pnP/uZcnJy1K9fPzmdTqPJqVFWVmY0SyEhIZeMl5aWXnG85mun06mQkJBLGqQfrtvYbddIT0/XokWLjMdz587VkiVLrrZLLis8PLze63g72265ZmbbJTciIsIn6jA718xsu+Wame3J3IbOTW/n2y3XzGxfyzVj3vt803UxPz8/VVdXS7pw6m/9+vWqqqoyTvPl5uZqxIgRkqT4+Hjl5eUZ65aUlKioqEjx8fHG+rm5ueratauxbmRkpFwul9q1aydJOnjwoOLi4ozxH67bmG3XmDRpksaMGWM8Dg4OVnFxcZ33h8PhUHh4uM6cOSO3213n9byZbbdcM7N9Mfdq36DqMzcbW4c3cs3MtluumdkNzfXk3Kwvs/Ltlmtmtq/kmjE/a/h80/Xxxx+rV69eCgkJ0YEDB7RlyxZNnDhR0oUjX4GBgdq4caNGjx6t3bt368iRI0pMTJQkDR48WDNnztTevXt1ww03KDMzU126dDGuqRo6dKg2bNig3r17KyQkRGvXrtWwYcMkXThS1b9/f2VmZmratGk6evSotm3bpieffNIj264RGxtb67mioqIGfXNzu90e/4Zrdrbdcs3MtktuQ7Ps8vqsyLZbrpnZnsw167WbnW+3XDOzfS3XjHnv803X22+/rbS0NFVVVSkyMlIpKSkaNGiQJCkgIEDz5s1Tamqq3njjDUVHR2vu3LkKCwuTJMXFxWnq1KlKTU1VcXGxunXrppkzZxrZw4cP1/HjxzVjxgy53W4NGjRIycnJxvikSZOUmpqqCRMmKDQ0VCkpKerRo4dHtg0AAJoXn2+6li5detXxjh07XvX+VwMGDNCAAQMuO+bn56fx48dr/Pjxlx1v0aKF5syZY8q2AQBA82Lr+3QBAADYBU0XAACABWi6AAAALEDTBQAAYAGaLgAAAAvQdAEAAFiApgsAAMACPn+fLgDwdTd/vMujeZ8PGOjRPAC+gaYLAAA0C97+BYnTiwAAABag6QIAALAApxcB+BQzD/97+9QCgOaNpgsAfBRNItC0cHoRAADAAjRdAAAAFuD0IgA0Q5y6BKzHkS4AAAALcKTLxwQFBSk4OLjOy/v5+UmSXC6XqqurPVqLWdl2yzUz2265LpdL/v51/13NzPekrsLCwmyXbbfc+mabMS/qOzfry27via+81005tyHZNF0+prKyUpWVlXVe3uFwKCgoSKWlpXK73R6txaxsu+Wame2LuVdr+ktLSy2rw1POnj1ru2y75dY3u6HzwpNzs77s9p74ynvdlHMvzq7LAROaLgANwjVBAFA/XNMFAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABbgrxfR7PFXeAAAK9B0AQA8hl9igCuj6YIt8I0cAGB3NF3wKJojAAAujwvpAQAALEDTBQAAYAFOLzZTnAY0H/sYAPBDNF0+jB/aAAA0HTRdJiopKVFaWpr27Nkjp9Op5ORkjRo1yttlweZoxgHAnmi6TJSeni63263Vq1ersLBQTz31lNq3b6+bbrrJ26UBAACLcSG9SSoqKpSTk6Px48crNDRUCQkJSkpKUnZ2trdLAwAAXkDTZZLDhw9Lkjp06GA817lzZ+Xn53urJAAA4EWcXjRJRUWFnE5nredcLpfKy8trPVdYWKjCwkLjcXBwsNq2bWtKTQ6Hw5RcM7Ptlmtmti/kst+sybZbrpnZdc0187WZmW+3XDOz7ZbbkGy/6urqapNqada+/fZbzZo1S+vXrzee27FjhzZu3KgXX3zReG7hwoVatGiR8Xju3LlasmSJpbUCAADzcaTLJO3atZMkHTx4UHFxcZKk3NxcxcfH11pu0qRJGjNmjPE4ODhYxcXFdd6Ow+FQeHi4zpw5I7fb7YHKzc+2W66Z2b6YGxERccWx+szNxtbhjVwzs+2Wa2Z2Q3M9OTcbU0dTyzUz2265jcm+2vysQdNlkpCQEPXv31+ZmZmaNm2ajh49qm3btunJJ5+stVxsbKxiY2ONx0VFRQ2aQG632+MTz+xsu+WamW2X3IZm2eX1WZFtt1wzsz2Z25gcO7w+K3LNzLZbrlnZNF0mmjRpklJTUzVhwgSFhoYqJSVFPXr08HZZAADACxrVdL333nv661//qoMHD2revHnq0KGDdu7cqWuvvda0i8HtpEWLFpozZ463ywAAAD6gQU3X8ePHdccdd+jTTz9VbGysCgsL9fDDD6tDhw764x//KJfLpbS0NE/XCgAAYFsNuk/X9OnTVVRUpP379ysvL08//APIYcOGadu2bR4rEAAAoClo0JGuLVu26A9/+IO6det2yUVmcXFxOnTokEeKAwAAaCoadJ+uFi1aKCsrS6NGjZLb7VZgYKA+++wz9erVSxs3btQDDzygkydPmlEvAAAeUVhYqPT0dE2aNKnWX5E3t1wzs+2Wa3Z2g04v9unTR3/84x8vO/bWW2+pf//+jSoKAACzFRYWatGiRbU+FaQ55pqZbbdcs7MbdHpx8eLFGjJkiAYNGqS7775bfn5+2rhxo5599llt2bJFH3/8safrBAAAsLUGHelKTEzUjh075OfnpyeeeELV1dVasmSJCgsLtW3bNvXq1cvTdQIAANhag+/TlZiYqI8++kjl5eUqLi7WNddco9DQUE/WBgCAaWJjY7VgwQKPX7djt1wzs+2Wa3Y2H3gNAABggQadXnzwwQeVnJx82bF77rlHEydObFRRAAAATU2DTi9u3bpVy5Ytu+zYuHHjNHPmzEYV1Zx9/fXX3i4Bzdz1119/xTHmJ7zpanMTsIMGfwxQVFTUZcdat26to0ePNqooAADMMHfuXH311VcKCAiQn5+f2rRpo1tuuUXjxo1r9HXJNdkOh8N4rl27dvrd737X2LIvm/3444+rb9++jc7OycnRpk2blJeXp8DAQEVFRWngwIEaPXq0goKCGlzvwIEDNXLkSOO5Q4cOafLkydq8eXOja77SNnw5V2pg09WuXTt9+umnSkpKumSs5vMYAQDwRQ899JBGjhypqqoq5ebm6rXXXtPs2bO1bNkyBQcHeyTbDGZkb9q0SevWrdPEiRPVu3dvhYaGqqCgQO+8846KiorUtm1bj26vuWvQNV333HOPlixZoqysrFrPr1u3Ts8884zuvfdejxQHAIBZ/P39lZCQoDlz5uj06dPKzs72dkmWKi0tVWZmph5++GENGjTIONLXoUMHPfzwwzRcJmhQ0/XUU09p8ODB+sUvfqGwsDBdf/31CgsL0y9+8QvdeuutWrBggafrBBpk3759SklJ8XYZaEbGjRunv//9743OWbNmjZ5++unGF4QfFRoaqp49e+qLL77wdimWOnDggCorKz1yihJ106DTi0FBQXr77bf1wQcfaPv27Tpx4oRat26tYcOGaejQoZ6uEU3A9OnT9eWXX8rhcCgoKEhdu3bVo48+qvbt25u63ZtuukmZmZmmbgPNz/Tp05WUlKQxY8Z4uxR4SKtWrfTtt982OufVV1/V66+/bjxOTEzUtGnTGp17cXZoaKheffXVRuWdOXNG4eHhCgj4dyuwcOFCffXVV/r+++81ZcoUDRkyxCP1SlJVVVWj6m0KGnxzVEm67bbbdNttt3mqFjRxjz76qMaMGaPy8nItW7ZMS5cuVWpqqjFeXV2tqqqqWheKAoAVTp48qbCwsEbnPPjgg6Zd0+Xp7PDwcJ05c0bnz583Gq+FCxdKkmbOnNnoJuniemsupG/O6tx0nTx5Utdcc438/f118uTJH12+VatWjSoMTZfT6dSwYcP0f/7P/9H06dPVvXt3/eMf/9BXX32l5cuXKyYmRitXrtTevXsVEBCgUaNG6Ze//KX8/f313nvvafPmzerZs6e2bNmiwMBAPfbYYwoLC9MLL7ygoqIiJSUlacaMGfLz89Pf//53Pf3001q/fr0kaciQIXrttdfUoUMHSdLLL7+skydPas6cOTpy5IjuuecezZ49W2vWrNGZM2d01113acyYMXrmmWf09ddfq0uXLnrqqad0zTXXeHEPwpesW7dOWVlZOn/+vO65555aY9XV1Vq3bp3+/Oc/6/Tp0+rWrZueeOIJ46+/09LStHPnTp09e1bt27fX5MmT1bNnTy+8iuatrKxMe/fuveL9J5uqG264QYGBgfrkk080YMAAb5fTLNT5mq6oqCh99tlnkqTIyEhFRUVd9R9wJaWlpfrggw903XXXSZLef/99TZ06VVu2bNG1116r3/72t2rXrp3eeustvfTSS8rJydE777xjrP/1118rJiZG69ev169+9SstW7ZMmzdv1sqVK7VmzRp9/PHH+vTTTxtc3/79+/Xaa6/ppZde0tq1a/XMM89oxowZ2rBhg/z9/fXWW281eh+gafjss8+UkZGhJUuWaO3atTp06JBOnz5tjG/YsEHZ2dl6/vnntX79el133XVatGiRMX799dfr5Zdf1p///GcNGzZMixYtUkVFhTdeSrNUXV2t3Nxc/dd//ZfCwsI0bNgwb5dkKZfLpXvvvVfp6enatWuXysrKVF1drUOHDunMmTPeLq9JqvORrj/+8Y9KSEgwvvbz8zOtKDRNL730kv7whz8oKChI3bp105w5c/Tcc89p+PDhuvbaayVdaKiOHTumBx98UH5+foqMjNTPf/5zvffee7r99tslXfgFoOZamqFDh2rZsmUaM2aMwsLCFBYWpptuuknffPNNgy8Ove+++xQcHKyOHTsqISFBPXv2NI6MDRgwQLt27fLA3kBTsG3bNv30pz81bto5ceJEvf3228b45s2b9cgjjygmJkaSNGHCBK1du1ZHjx5VdHR0rcszkpOT9d///d/Kz89Xly5drH0hzcwrr7yiNWvWyM/PT1FRUbrllls0a9asRt8uoiZ79erVxmOXy1Xrsa8ZO3asWrdurU2bNmnFihUKCgpSmzZtNHLkSPXv39/b5XmNWT1OnZuu+++/X9KF3wxGjx6t0NBQOZ1OU4pC0zR58uTLXnjcpk0b4+sjR47o1KlTGj16tPFcdXV1raOnERERxtchISGSap/ODgkJUXl5eYPr/GFWcHDwJdtrTDaalhMnThi/jEpSixYtat1g88iRI3r66adrfQP38/PT8ePHFR0draysLG3ZskUnTpyQdOE01w+PlMHznnnmGbIvMmjQIA0aNMijmZert3379h67MeqVtuEJZWVlHrm+73LqfSH9+fPnFRMTo40bN+pnP/uZGTWhmfH3//dZ7ujoaEVFRZl2Ci8kJKTW6Zu6XJ8IXEnr1q117Ngx43FJSYnKysqMx23atNHjjz9+2eu09u3bp8zMTC1fvlydOnWSv79/rV82AFivoKBABw8erPXLlCfV+z5dgYGBateundxutxn1oJnr0qWLrrnmGr3++usqLy9XVVWVDh065JH7HknSddddpw8++EBut1v/+Mc/lJOT45FcNE9DhgzR+++/r3/+85+qrKzUH/7wh1pHtcaMGaNXXnlFhw8fliSdPXtWO3bskHTht2mHw6GWLVvK7XYrIyOjVsMGwFpr1qzRU089pfvuu8+4JMDTGnTLiEcffVS/+93v9NOf/tQj58CBGg6HQ88884xWrVql++67TxUVFYqNjb3kr8IaaurUqVq6dKlGjx6t3r17KykpSefOnfNINpqfW265RSkpKfrNb35j/PViy5YtjfFx48bJz89Pc+fOVVFRkVq0aKGbb75ZQ4YM0U9+8hP17dtX999/v0JCQnT33XfzR0iAF02YMEETJkwwdRt+1dXV1fVdaerUqfqf//kfud1uDR48WG3atLnkmoUXX3zRo4U2F19//bW3S0AzV3NR+OUwP+FNV5ubgB00qOnq1KnT1UP9/PTdd981uKjmjB9q8DaaLvgqmi7YXYNOL+bm5nq6DgAAgCatwR8DVFRUpBdeeEGffPKJCgsLFRsbq759+2r69OmKjIz0ZI0AAAC2V++/XpSkTz/9VNddd51WrFihFi1aqH///mrRooVWrFihhISERt0NHAAAoClq0DVdvXv3VkhIiLZs2VLrL3VOnz6tkSNH6vvvv9df//pXjxbaXHDNDLyNa7rgq7imC3bXoNOLX3zxhdatW1er4ZKkli1bas6cOfrP//xPjxTXHNX3g8IdDociIiJUXFzs8XunmZVtt1wzs+2W6yvzk/fa/Fwzs82sGfBlDTq9eO211+rUqVOXHTt9+rQ6d+7cmJoAAACanAY1Xc8//7wWLFigjz76qNbzH374oRYuXKhly5Z5pDgAAICmokGnF2fNmqXTp08rKSlJLVu2VFRUlI4fP67Tp08rIiJCs2fP1uzZsyVduGfX3r17PVo0AACA3TSo6br55ptr3YEeAAAAV9egpmvNmjUeLgMAAKBpa9A1XQAAAKifBt+RHgBwwc0f7/Jo3ucDBno0D4Bv4EgXAACABWi6AAAALEDTBQAAYAGaLgAAAAvQdAEAAFiAv170MS6XS/7+de+Fa25S63K5VF1d7dFazMq2W66Z2XbL9ZX5acf3uj7CwsLqvKwd94Uv7GPAG2i6fExpaWm9lnc4HAoKClJpaancbrdHazEr2265Zmb7Ym5wcPAVx3xlftrxva6Ps2fP1nlZO+6LhuZebW4CdsDpRQAAAAvQdAEAAFiApgsAAMACNF0AAAAWoOkCAACwAE0XAACABWi6AAAALEDTBQAAYAGaLgAAAAvQdAEAAFiApgsAAMACNF0AAAAWoOkCAACwAE0XAACABWi6AAAALBDg7QLefvttbd++XXl5eUpMTNSsWbOMsYceekinTp2Sv/+F3jAqKkppaWnGeE5OjtasWaNTp06pa9eueuyxx9S6dWtjPCMjQ++++66qqqo0cOBATZw4UQEBF15ySUmJ0tLStGfPHjmdTiUnJ2vUqFHGuvn5+Vq5cqXy8vIUExOjRx55RN27d/fItgEAQPPj9SNdrVq1UnJysoYPH37Z8d/85jfKyspSVlZWrYbr0KFDWrFihaZMmaKMjAy1bdtWy5YtM8a3bt2qnTt3avny5Vq1apW+++47ZWVlGePp6elyu91avXq15s+fr8zMTO3bt0+SdP78eS1evFiJiYl68803ddddd2nJkiUqKSnxyLYBAEDz4/Wmq1+/furbt6/Cw8Prtd6OHTvUq1cv9ezZU8HBwUpJSdGBAwdUWFgoScrOztadd96p6OhotWzZUsnJycrOzpYkVVRUKCcnR+PHj1doaKgSEhKUlJRkjO/fv1/nzp3T2LFjFRgYqCFDhig6Olq7d+9u9LYBAEDz5PWm68e88MILGj9+vObOnasvv/zSeD4/P1+dOnUyHoeFhSkqKkr5+fmSpIKCAnXs2NEY79Spk4qKilRaWqrDhw9Lkjp06GCMd+7cuda68fHxxmnNmvULCgoavW0AANA8+fRFRo8//rgSEhIkSdu2bdOiRYu0cuVKtWnTRhUVFQoNDa21vMvlUnl5uaQLR7NcLletMUkqLy9XRUWFnE7nFdctLy+vtW7NeFlZmZHd0G1fnFtYWGgcIZMkp9OpmJiYH903NRwOR63/epJZ2XbLNTPbrrm+Uoed3uuG1FCfZe20L3xhHwPe4NNNV7du3YyvR40apV27dunzzz/XyJEjFRISYjRBNUpLS41m6uLxmq+dTqdCQkKMBuly6zqdzkuyy8rKrphdn21fLD09XYsWLTIeL1iwQAsXLrzSLrmi+p6e9YVsu+WamW2X3IiICJ+ow+xcs7N/TEP2sx33hTf3MeANPt10Xczf31/V1dWSpPj4eOXl5RljJSUlKioqUnx8vKQLpw5zc3PVtWtXSVJubq4iIyPlcrnUrl07SdLBgwcVFxdnjP9w3fXr16uqqso4xZibm6sRI0Y0etsXmzRpksaMGWM8djqdKi4urvM+cTgcCg8P15kzZ+R2u+u8njez7ZZrZrYv5l7tB3595mZj6/BGrtnZdcX3gMtraNMP+AqvN11ut1tut1tVVVWqqqpSZWWl/P39VVxcrGPHjun666+XJG3fvl3ffPONHn30UUnS4MGDNXPmTO3du1c33HCDMjMz1aVLF8XGxkqShg4dqg0bNqh3794KCQnR2rVrNWzYMEkXjkT1799fmZmZmjZtmo4ePapt27bpySeflCTdeOONCgwM1MaNGzV69Gjt3r1bR44cUWJiYqO3fbHY2FhjPUkqKipq0De3mv1oBrOy7ZZrZrZdchuaZZfXZ1V2XbbdkHXsti+8uY8Bb/B607V27Vq99dZbxuOcnBwlJSVp3Lhxevnll1VYWKiAgADFxcVp/vz5RoMSFxenqVOnKjU1VcXFxerWrZtmzpxp5AwfPlzHjx/XjBkz5Ha7NWjQICUnJxvjkyZNUmpqqiZMmKDQ0FClpKSoR48ekqSAgADNmzdPqampeuONNxQdHa25c+cqLCzMI9sGAADNj191zfk6+ISioqJ6Le9wOBQREaHi4mJTTi2YkW23XDOzfTE3MjLyimO+Mj997b2++eNdHq3h8wED67ysr+0LM3OvNjcBO/D5W0YAAAA0BTRdAAAAFqDpAgAAsABNFwAAgAVougAAACxA0wUAAGABmi4AAAAL0HQBAABYgKYLAADAAjRdAAAAFvD6Zy8CdeHNj1kBAMATONIFAABgAZouAAAAC3B6EUCzwWlqAN7EkS4AAAAL0HQBAABYgNOLPsblcsnfv+69sJ+fn7FedXW1R2sxK9vMmusqLCysXsvbbV+Ylesr89MX5pBU/3lkRi7fAwD7oOnyMaWlpfVa3uFwKCgoSKWlpXK73R6txaxsM2uuq7Nnz9Zrebvti8bkBgcHX3HMV+anL8whqf7zyIzc5vQ94GpzE7ADmi40e1xcDQCwAk0XAPgofiEAmhYupAcAALAATRcAAIAFaLoAAAAsQNMFAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAsQNMFAABgAa9/4PXbb7+t7du3Ky8vT4mJiZo1a5Yxlp+fr5UrVyovL08xMTF65JFH1L17d2M8JydHa9as0alTp9S1a1c99thjat26tTGekZGhd999V1VVVRo4cKAmTpyogIALL7mkpERpaWnas2ePnE6nkpOTNWrUKEu2DQAAmh+vH+lq1aqVkpOTNXz48FrPnz9/XosXL1ZiYqLefPNN3XXXXVqyZIlKSkokSYcOHdKKFSs0ZcoUZWRkqG3btlq2bJmx/tatW7Vz504tX75cq1at0nfffaesrCxjPD09XW63W6tXr9b8+fOVmZmpffv2WbJtAADQ/Hi96erXr5/69u2r8PDwWs/v379f586d09ixYxUYGKghQ4YoOjpau3fvliTt2LFDvXr1Us+ePRUcHKyUlBQdOHBAhYWFkqTs7Gzdeeedio6OVsuWLZWcnKzs7GxJUkVFhXJycjR+/HiFhoYqISFBSUlJxriZ2wYAAM2T15uuKykoKFB8fLz8/f9dYqdOnVRQUCDpwum/Tp06GWNhYWGKiopSfn6+sX7Hjh1rrVtUVKTS0lIdPnxYktShQwdjvHPnzrXWNWvbAACgefLZi4zKy8vlcrlqPedyuVRWVibpwtGq0NDQS8bLy8uN8R+uX/N1eXm5Kioq5HQ6r7iumdu+OLewsNA4QiZJTqdTMTExl98pl+FwOGr915PMyjaz5vrW4O1su+3j+uY1pI6eH31Yr238mL/fOtijeT9k1jzylVy7zU/A1/ls0+V0Oo0mp0ZZWZnRLIWEhFwyXlpaesXxmq+dTqdCQkKMBuly65q57Yulp6dr0aJFxuMFCxZo4cKFlyz3Yy4+PetJ9cmO37jBo9vOv3OsR/NqREREmJLb0Gyz3j9P5zZ0v5k5P3+Mr73Xdsy1y/wEfJ3PNl0dOnTQ+vXrVVVVZZzmy83N1YgRIyRJ8fHxysvLM5YvKSlRUVGR4uPjjfVzc3PVtWtXY93IyEi5XC61a9dOknTw4EHFxcUZ4z9c16xtX2zSpEkaM2aM8djpdKq4uLjO+8nhcCg8PFxnzpyR2+2u83rezq6r+uwLX8itb7ZZ+7gxuVf7wVzf/daU55CZ2b6S62vz08wGGrCC15sut9stt9utqqoqVVVVqbKyUv7+/rrxxhsVGBiojRs3avTo0dq9e7eOHDmixMRESdLgwYM1c+ZM7d27VzfccIMyMzPVpUsXxcbGSpKGDh2qDRs2qHfv3goJCdHatWs1bNgwSReORPXv31+ZmZmaNm2ajh49qm3btunJJ5+UJFO3fbHY2FhjPUkqKipq0De3mv1oBjOz67JtO+U2NNusfezp3IZmNcU5ZGa2r+XaZX4Cvs7rTdfatWv11ltvGY9zcnKUlJSk6dOna968eUpNTdUbb7yh6OhozZ07V2FhYZKkuLg4TZ06VampqSouLla3bt00c+ZMI2f48OE6fvy4ZsyYIbfbrUGDBik5OdkYnzRpklJTUzVhwgSFhoYqJSVFPXr0kCQFBASYum0AAND8+FVXV1d7uwj8W1FRUb2WdzgcioiIUHFxsSmnF+ubffPHuzxaw+cDBpqaa3b2jzHr/WtMbmRk5BXHrJifdnyv7ZZbV742P682NwE78NlbRgAAADQlXj+9CACwnrePogHNEUe6AAAALEDTBQAAYAGaLgAAAAvQdAEAAFiApgsAAMACNF0AAAAW4JYRgEn4k3wAwA9xpAsAAMACHOlqpjgKAwCAtTjSBQAAYAGaLgAAAAvQdAEAAFiApgsAAMACNF0AAAAWoOkCAACwALeM8DEul0v+/nXvhf38/Iz1qqurzSrrR4WFhZFrcnZ9cs2aFz+cn9e/+47HciXp65GjPJpXo6m/176QW99sX/m+BViNpsvHlJaW1mt5h8OhoKAglZaWyu12m1TVjzt79iy5JmfXJ7cx8yI4OPiKY/Wdn/XhC/vNV7Ltllvf7IbOz6vNTcAOOL0IAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAsQNMFAABgAZouAAAAC9B0AQAAWICmCwAAwAJ84LUPu/njXR7N+3zAQI/mAQCAuuNIFwAAgAV8/kjXCy+8oJ07dyog4N+lpqWlKSoqSpKUn5+vlStXKi8vTzExMXrkkUfUvXt3Y9mcnBytWbNGp06dUteuXfXYY4+pdevWxnhGRobeffddVVVVaeDAgZo4caKxrZKSEqWlpWnPnj1yOp1KTk7WqFGjjHUbu20AANB82OJI1x133KGsrCzjX03Ddf78eS1evFiJiYl68803ddddd2nJkiUqKSmRJB06dEgrVqzQlClTlJGRobZt22rZsmVG7tatW7Vz504tX75cq1at0nfffaesrCxjPD09XW63W6tXr9b8+fOVmZmpffv2eWTbAACgebFF03Ul+/fv17lz5zR27FgFBgZqyJAhio6O1u7duyVJO3bsUK9evdSzZ08FBwcrJSVFBw4cUGFhoSQpOztbd955p6Kjo9WyZUslJycrOztbklRRUaGcnByNHz9eoaGhSkhIUFJSkjHe2G0DAIDmxRZN1/vvv697771X06ZN0wcffGA8X1BQoPj4ePn7//tldOrUSQUFBZIunP7r1KmTMRYWFqaoqCjl5+cb63fs2LHWukVFRSotLdXhw4clSR06dDDGO3fuXGvdxmwbAAA0Lz5/Tdfo0aP1wAMPyOVy6csvv9TSpUvlcrnUr18/lZeXy+Vy1Vre5XKprKxM0oWjVaGhoZeMl5eXG+M/XL/m6/LyclVUVMjpdF5x3cZuu0ZhYWGto19Op1MxMTF12DP153A4TMk1M9tuuWZm1ye3ZllP19LU95uvZNstt77ZZs1PwNf5fNOVkJBgfH3jjTfqZz/7mXJyctSvXz85nU6jyalRVlZmNEshISGXjJeWll5xvOZrp9OpkJCQSxqkH67b2G3XSE9P16JFi4zHCxYs0MKFC6+yRxouIiLClFwzs+2Wa2Z2TW78xg0ezc2/c2y9azAD77V9cxuaHR4ebkIlgO/y+abrYn5+fqqurpZ04dTf+vXrVVVVZZzmy83N1YgRIyRJ8fHxysvLM9YtKSlRUVGR4uPjjfVzc3PVtWtXY93IyEi5XC61a9dOknTw4EHFxcUZ4z9ctzHbrjFp0iSNGTPGeOx0OlVcXNz4HXUZZuWamW23XDOzrcq92g9P9ps12XbLrW+2w+FQeHi4zpw5I7fbXef1zGwaASv4/DVdH3/8scrKylRVVaUvv/xSW7ZsUd++fSVdOPIVGBiojRs36vvvv9dHH32kI0eOKDExUZI0ePBgff7559q7d6/OnTunzMxMdenSRbGxsZKkoUOHavPmzTp27JjOnDmjtWvXatiwYZIuHKnq37+/MjMzVVZWptzcXG3btk1Dhw71yLZrxMbGqlevXsa/qKgoud3uen0jqquaXDOz7ZZrx5rNyq1Lvp33mx1rNivXinn0Y/8aug5gZz5/pOvtt99WWlqaqqqqFBkZqZSUFA0aNEiSFBAQoHnz5ik1NVVvvPGGoqOjNXfuXIWFhUmS4uLiNHXqVKWmpqq4uFjdunXTzJkzjezhw4fr+PHjmjFjhtxutwYNGqTk5GRjfNKkSUpNTdWECRMUGhqqlJQU9ejRwyPbBgAAzYvPN11Lly696njHjh2vev+rAQMGaMCAAZcd8/Pz0/jx4zV+/PjLjrdo0UJz5swxZdsAAKB58fmmCwBgH3xmLHBlPn9NFwAAQFNA0wUAAGABmi4AAAAL0HQBAABYgKYLAADAAjRdAAAAFqDpAgAAsABNFwAAgAVougAAACxA0wUAAGABmi4AAAAL0HQBAABYgKYLAADAAjRdAAAAFqDpAgAAsABNFwAAgAUCvF0AanO5XPL3N6cXDgsLMyXXzGy75ZqZ7Qu5dpyfvNfm55qZbWbNgNVounxMaWmpadlnz561Xbbdcs3Mtio3ODj4isvacX7yXpufa2b2D3OvNjcBO+D0IgAAgAVougAAACxA0wUAAGABmi4AAAAL0HQBAABYgKYLAADAAjRdAAAAFqDpAgAAsABNFwAAgAVougAAACxA0wUAAGABmi4AAAAL0HQBAABYgKYLAADAAgHeLqApKykpUVpamvbs2SOn06nk5GSNGjXK22UBAAAvoOkyUXp6utxut1avXq3CwkI99dRTat++vW666SZvlwYAACzG6UWTVFRUKCcnR+PHj1doaKgSEhKUlJSk7Oxsb5cGAAC8gKbLJIcPH5YkdejQwXiuc+fOys/P91ZJAADAizi9aJKKigo5nc5az7lcLpWXl9d6rrCwUIWFhcZjp9OpmJgYU2pyOBym5JqZbbdcM7N9IZf9Zk223XLNzDazZsBqftXV1dXeLqIp+vbbbzVr1iytX7/eeG7Hjh3auHGjXnzxReO5hQsXatGiRcbjBQsWaOHChVaWCgAALMCRLpO0a9dOknTw4EHFxcVJknJzcxUfH19ruUmTJmnMmDHGY6fTqeLi4jpvx+FwKDw8XGfOnJHb7fZA5eZn2y3XzGxfzI2IiLjiWH3mZmPr8Eaumdl2yzUzu6G5V5ubgB3QdJkkJCRE/fv3V2ZmpqZNm6ajR49q27ZtevLJJ2stFxsbq9jYWONxUVFRg765ud1uj3/DNTvbbrlmZtslt6FZdnl9VmTbLdfMbDNrBnwRTZeJJk2apNTUVE2YMEGhoaFKSUlRjx49vF0WAADwApouE7Vo0UJz5szxdhkAAMAHcMsIAAAAC9B0AQAAWICmCwAAwArVsLV//etf1QsWLKj+17/+ZZtsu+WamW23XF+pg/fa/Fwzs31lfgJWo+myuc8//7xaUvXnn39um2y75ZqZbbdcX6mD99r8XDOzfWV+Albj9CIAAIAFaLoAAAAsQNNlc7GxsVqwYEGtu9r7erbdcs3Mtluur9TBe21+rpnZvjI/AavxgdcAAAAW4EgXAACABWi6AAAALMBnL9rU3Llz9dVXXykgIEB+fn5q06aNbrnlFo0bN06hoaEeyXY4HMZz7dq10+9+97vGln3Z7Mcff1x9+/ZtVG5OTo42bdqkvLw8BQYGKioqSgMHDtTo0aMVFBTU4FoHDhyokSNHGs8dOnRIkydP1ubNmxtV79W24SlmZtdl23abn2bNTYn5aXU24KtoumzsoYce0siRI1VVVaXc3Fy99tprmj17tpYtW6bg4GCPZJvB09mbNm3SunXrNHHiRPXu3VuhoaEqKCjQO++8o6KiIrVt29Zj20Ld2XF+mpHL/ARQg9OLTYC/v78SEhI0Z84cnT59WtnZ2d4uyTKlpaXKzMzUww8/rEGDBhlHUTp06KCHH36YH2g+gPnJ/ARwAU1XExIaGqqePXvqiy++8HYpljlw4IAqKys9cgoI5mJ+AmjuOL3YxLRq1Urffvtto3NeffVVvf7668bjxMRETZs2rdG5F2eHhobq1VdfbXDWmTNnFB4eroCAf0/lhQsX6quvvtL333+vKVOmaMiQIR6pVZKqqqoanAXfn5+enJsS8xNAbTRdTczJkycVFhbW6JwHH3zQtGu6PJkdHh6uM2fO6Pz588YPtoULF0qSZs6c2egfQhfXWnOhMhrG1+enp3OZnwB+iNOLTUhZWZn27t2r7t27e7sUy9xwww0KDAzUJ5984u1S8COYnwCaO450NQHV1dXKy8vTa6+9prCwMA0bNszbJVnG5XLp3nvvVXp6uqqrq3XzzTfL6XTq8OHDOnPmjLfLg5ifzE8ANWi6bOyVV17RmjVr5Ofnp6ioKN1yyy2aNWtWo/8cvyZ79erVxmOXy1XrsS8ZO3asWrdurU2bNmnFihUKCgpSmzZtNHLkSPXv39/b5XmVn5+f17bN/LyA+Xll3pyfgDfw2YtAEzV9+nT9/Oc/b/Y/2OGbmJ9ojrimC2iCCgoKdPDgQSUkJHi7FOASzE80V5xeBJqYNWvW6MMPP9R9992nmJgYb5cD1ML8RHPG6UUAAAALcHoRAADAAjRdAAAAFqDpAgAAsABNFwAAgAVougAAACxA0wUAHjJhwgT9x3/8h7fLAOCjaLoAAAAsQNMFAD6mvLzc2yUAMAFNFwD8//73f/9Xw4cPV3h4uMLCwtSnTx998MEHkqSTJ0/qoYceUlRUlJxOp2655RZt3br1RzP/8Y9/aMSIEWrRooXCw8N1xx136J///GetZfz8/LR06VLNnj1bMTExioqKMuX1AfAuPgYIACTl5OQoKSlJffv21SuvvKJrrrlGn332mQoKCuR2uzVy5Ej985//1LPPPqv27dvr97//vUaNGqUPPvhAQ4YMuWzmwYMHNXDgQHXs2FGvvfaa3G63FixYoIEDB2rfvn21mqsXX3xR/fr10x//+EdVVlZa9bIBWIiPAQIASf3799epU6e0b98+ORyOWmObN2/WHXfcoS1btmjUqFGSpKqqKv3Hf/yH2rRpow8//FDShQvpP/vsM/3jH/+QJD3++ONKT09XXl6e0WDl5+fruuuu09y5c7Vw4UJJF450de/eXfv375efn581LxiA5Ti9CKDZKysr0yeffKL777//koZLknbt2qWwsDCj4ZIkf39/JScna/fu3XK73ZfN3bVrl5KSkmod0YqPj1e/fv20a9euWsuOHDmShgto4mi6ADR7xcXFqqqqUtu2ba84Hh0dfcnzMTEx+v7771VSUnLF9WJiYi673smTJ2s916ZNmwZUDsBOaLoANHvXXHON/P399a9//euy461atdLRo0cvef7IkSMKDAxUixYt6r1eq1ataj3HUS6g6aPpAtDsuVwuJSYm6vXXX7/sqcIBAwbo7Nmzeu+994znqqqqtG7dOvXr1++ypyRr1tu2bZtOnDhhPHfw4EHt3r1bAwcO9PwLAeDT+OtFAJC0dOlSJSUladiwYZo8ebIiIiK0Z88eRUZG6v7779ctt9yi++67T88884zat2+vVatW6auvvlJaWtoVM2fMmKHVq1dr+PDh+u1vf2v89WKrVq00ZcoUC18dAF/AkS4A0IWjUh9++KH8/Pw0YcIEjRs3Ths2bFB8fLwcDofeffddjRkzRr/5zW80duxYFRYWasuWLRo8ePAVM+Pi4rRz505FRkbqvvvu0wMPPKBrr71Wu3bt4l5cQDPELSMAAAAswJEuAAAAC9B0AQAAWICmCwAAwAI0XQAAABag6QIAALAATRcAAIAFaLoAAAAsQNMFAABgAZouAAAAC9B0AQAAWICmCwAAwAI0XQAAABb4/wAFLs6QdfHpGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371855593918618)>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(dia,pn.aes(x='color', y='price'))+ pn.geom_col(fill='#1EAFAE')+pn.facet_wrap('cut')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851764473628)>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(dia,pn.aes(x='cut', y='price'))+ pn.geom_boxplot()  #切割质量与价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8304"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic=dia.loc[dia['color']=='H']\n",
    "len(dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q5P+SjcvlYs8oA9x+++2VZoL079/f8nsWGSE7O9vsEuDDvn37zC4h5PnbpJpZaQBMt3nzZm3bts37tcPh0GeffabCwkITq7KGw4cPm10CfGjSpInZJYQ8fxNr+vXrZ3AlwYVgBEn+L6WFhYWxmaMBPvroowrL8DudTh06dEhff/21iVVZA3tyBSerj3Mxwu7du322s1caICkiIkJ9+vSpMNjXZrOpf//+lt83xwj+Br+XlJSYUI21dOjQwWc7j3tz0f+Bt2zZMp/ty5cvN7aQIMOoWnjdcccdSkpK0rJlyxQeHq7LL79c11xzjdllWYKvM3ZlZWVsi2CAlJQUn+0xMTEGV4KT1axZ0+wSQp6/WWn+2q2CYAQvh8Ohm2++Wf3791dycrLy8/MtPzvBKL5mRjkcDla+NsCxY8fMLgE+bN261e8egqga/s5IW/1MNZfSgCAQERFRqc1ms7FUggH8nTGKi4szuBKczOqLDBqBxXt9IxgBQeCKK66oMKbCbrcrJiZGbdq0MbEqa0hKSvLZHhUVZWwhqIBZaYEXHx/vs93qe6URjIAg0LZtWz388MOqVq2awsPD1aBBA02YMIFF7gxw9OhRnwN9GfxrLi6jBZ6/M9JW3ybH9PP08+fP15IlS7R9+3a1b99eI0eO9B674447dOjQIe9MqbS0NE2dOtV7fOXKlXrttdd06NAhNWvWTMOHD69wWvyNN97QggUL5HK51LlzZw0dOtT7QCgoKNDUqVP1zTffKDo6Wn379tXVV19t0G8NVNatWzf16NGD8V0G83fJzN+ZJBiDx3/g+VvDy+pre5l+xqhatWrq27ev360P/v73v2vevHmaN29ehVC0e/duTZ48Wffcc4/eeOMN1axZUxMmTPAe/+yzz7R8+XK9+OKLeuWVV7R161bNmzfPe3zatGlyOp169dVX9fjjj2vOnDn64YcfAveLAghKzZs3V9OmTSucITqxVAUCz9+ZuYSEBIMrsZ7S0lKf7cePHze4kuBiejDq0KGD2rVr97ufBEuXLlXr1q3VsmVLRUZGasCAAdq8ebN3ef9Fixbp+uuvV3p6uhITE9W3b18tWrRIUvmI+5UrV2rgwIGKiYlRw4YN1b17d+9xwCwul0sFBQUMijSYy+Wq8LXb7eaMhUH8PdaLi4sNrsR6/D3Grf7YNz0YncnEiRM1cOBAZWVladOmTd72HTt2VNjPJT4+XmlpadqxY4ek8pU769Wr5z1ev3595ebmqrCwUHv27JEk1a1b13u8QYMG3tsCZnj55Zd15ZVXqlu3brrmmmu0Zs0as0uyhI0bN2rLli2V3qDffvttkyqCRDAyAsHIN9PHGJ3O3/72NzVs2FCStHjxYo0dO1YvvfSSqlevrpKSkkoLsMXGxnqfTCUlJRVG1p/4f3FxsUpKShQdHe33tqfKzs6usNFkZGRkSC8+dmILELYCMc5bb72lDz74wPt1aWmpxowZo1mzZql27domVhb6iouLZbfbK70ZFBQU8BwwQGJios8xLfXr16f/TWTlvg/qYNS8eXPv/6+++mqtWLFC69ev11VXXaWoqKhKi+IVFhZ6A8+px0/8Pzo6WlFRUZVC0Mm3PdW0adM0duxY79dZWVkaP378H/vlzgNc4zfO/PnzK7W53W598sknevjhh02oyDpat25d6VKaVL7zOPuoBV5WVlaFx7jNZtNf//pXNWjQwMSqYOXHflAHo1PZ7Xbv6e7MzExt377de6ygoEC5ubnKzMyUVH6ZbNu2bWrWrJkkadu2bUpNTVVsbKxq1aolSdq1a5fq1KnjPX7itqcaNmyYevfu7f06MjJS+fn5Vf77BQuHw6GEhAQdOXLE8qdUjeJvsOPRo0dD+rEWDLZu3epznEt2djZ9b4DWrVvr6aef1gcffKDdu3frmmuu0Q033EDfGyA2NlaFhYWV2qOjo0O2/88m8JkejJxOp5xOp1wul1wul0pLS2W325Wfn68DBw54F/lasmSJtmzZonvvvVdS+dTmESNG6Pvvv9cFF1ygOXPmqGnTpsrIyJAk9ejRQ++9957atm2rqKgozZ07Vz179pRUfjapY8eOmjNnju6//37t379fixcv1qhRo3zWmJGR4b1fScrNzbVEYDjxt0HgXXjhhT43buzWrRt/gwBbt26dz/aNGzfS9wZp1aqV6tatqwEDBqhz584+z+Ch6kVFRfkNRlZ+7JsejObOnVthkOPKlSvVvXt33XDDDZo+fbqys7MVFhamOnXq6PHHH/cGlDp16ui+++7TlClTlJ+fr+bNm2vEiBHe++nVq5dycnL04IMPyul0qkuXLurbt6/3+LBhwzRlyhTdeuutiomJ0YABA1hQTOUbl+7atUuHDh3yuyoqqp6/DUt5gwi81atX+2y38hsDrCEpKUkHDx6s1G71hWVND0b9+/f3u17IpEmTTnvbTp06qVOnTj6P2Ww2DRw4UAMHDvR5PC4uTo888sjvKzbE7du3T1lZWdq7d6+k8sGP48aN87uXFKrO+vXrfbavXbtWrVu3Nrgaa/G1gS9gBf7WMfLXbhVBP10fxnC73XriiSe0f/9+b9vOnTv11FNPmVgVEHgXXHCB2SUApoiMjPxd7VZBMIKk8sHrO3bsqHD5wOl0atOmTVxSMIC/zWIvueQSgyuxHn+TLk5sRQSEKoKRbzzzIcn/poEOh4M3CAPceuutqlatmux2u2w2m2w2mzp37sxlNAP4u5TG4x6hrnHjxj7bGzVqZHAlwYVnPiSVz05o165dpfbu3buzy7gBEhISdNFFF8nlcnmnjnfq1Im+N4C/6btWXuAO1pCWllbpNcZut6t69eomVRQcCEaQVD7G6OR1oU7YunWr8cVY0Ny5c7Vs2TLv1263W08//bR27txpXlEWERUV5bOdYIRQ17Jly0preLlcLrVq1cqkioIDwQiSyhcS3LdvX6X2X375RWVlZSZUZC0LFizw2f7JJ58YXIn1+Auf7NWFUDd16lSf7VOmTDG4kuBCMIKk8k/Nvi7bRERE8MnZAP5Wvi4pKTG4EuvZuHGjz3Z/u74DoeLXX3/12W71KwUEI0gqD0BXXHFFpfY+ffowzsUAJ7apORWLjgZeQUGB2SUApvD3gczqVwkIRvDas2dPhRBkt9u1a9cuEyuyjri4OJ/trHwdeHXr1jW7BMAU/j70Wv3DMMEIkqTCwkJt2LChwuUDl8ulr776inWMDJCTk+Oz/dChQ8YWYkGdO3f22R4REWFwJUBwsPplZIIRJPn/hGD1J4hR/PUz/R942dnZPtvpe4S6sDDfu4L5a7cKghEknX4xOxa6Czx/b8JcSgs8fx8KmHSAUOcvAPlb8NcqeMeDJP+D8NxuN2/OBuCTm3l69uzps53tWBDq/C1JYfWNlQlGkFQ++DczM7PC2SG73a4WLVrwydkA/l6Ijh07ZnAl1hMTE+PzrGh6eroJ1QDG4RK+bwQjSCq/nNClS5cKZ4dcLpe6detmXlEW4m+QNbMCA+/TTz/1eVbU36KbAEIbwQiSJKfTqTfffLNS+2uvvWZ8MRbk71Lm4cOHDa7Eeo4cOeKzncU1EeqsfmbIH4IRJJVvCeJrWn5hYaHlF/syQlJSks92q+9ybYT8/Hyf7SxTAVgTwQiSTj/zzOqLfRmhe/fuPtvbtWtncCXWw8rXsKrIyEif7VZfw4tgBEn+nwgOh4NgZIBbbrlFTZs2ld1u9/4t+vfvr2bNmplcWehr3ry5z3ZmBCLU+ZtYY/UlWnjmQ1L5JrKRkZGVZkFFR0db/klihKioKL3wwgtat26djh07pho1aqhp06Zml2UJderU8dlevXp1gysBjOVv1mtpaanBlQQXghEklQ/y9fUkKSgokMvlIhwZ4IsvvtCMGTN05MgR1a1bV4888ojq1atndlkhz99idrGxsQZXAiAY8G4HSeWDrP1h8HXgrV27VhMmTNChQ4fkcrm0c+dOjRw5kr3SDOBvAdPc3FyDKwGM5e8Dr9XXriMYQVL5JTN/OFsUeJ999lmlDXyLi4u1fv16E6uyhtWrV/tsZ6kEwJp4x4Ok069nwVoXgefrrJzNZmPKuAH8nRHlcY9Q52/9NH/tVkEwgqTTz8DhjFHgdezY0efsv4suusiEaqwlLS3NZzuPe8CaeOYDQaBRo0aVglG1atVUrVo1kyqyDn9jjAhGCHX+HuNWX6KFZz4knX48hdVPqxrhv//9b6VLN7m5uVq7dq1JFVlHcnKy2SUApqhVq5bP9po1axpcSXAhGEGSTntmwuqroBph9+7dlYKR0+lkZpQBdu7c6bOdDwQIdf62HGrYsKHBlQQXghEkla/Z0qRJk0rtrVu35pKCAYqKiny2+1uADVVn3759ZpcAmMLfB+KUlBSDKwkuvOPB68UXX9Rll12myMhIRUVFqXv37ho3bpzZZVmCvwB09OhRgyuxHn+hFAh1JSUlv6vdKghG8LLZbGrUqJFSU1OVnp5u+dOpRvK3+nJUVJTBlVgPW3/AqvwNsmbwNeDx8ssv6+2339aePXu0Y8cOzZo1S7Nnzza7LEvwNS3fZrOxX5oBbr75Zp/tDRo0MLgSwFibN2/+Xe1WQTCCpPJNA+fPn19hQUGn06l33nmHhe4M0L9//0pnh5o2bao2bdqYVJF11KtXT8OGDavQlpKSosmTJ5tUEWCM7Oxsn+1WH3dHMIIk/9eUy8rK/K7zgqqzadOmSn+Dbdu2KS8vz6SKrKVPnz76+OOP9cwzz0iSJk+efNpFT4FQ4G98XXFxscGVBBeCESRJ8fHxqlmzZoUZaA6HQ40bN7b8hoJGWLp0aaW2srIyfffdd8YXY1EOh0N16tQxuwzAMP6uBlj9KgHBCJLKx7OMHTu2wmJ36enpevTRR02syjp8nbp2Op06ePCgCdUAsAJ/kz6sfrbU2r89KqhTp45mzpypzZs3a/Xq1RowYIASEhLMLssS/J2Vs/oLFIDA6dGjhxYuXFipvXv37iZUEzw4Y4QKoqKiVKdOHX3wwQes/GsgX0vw22w2yy+0BiBw7r///kqXj2vUqKEHHnjAnIKCBB9HgSDga4C72+1mHy8AAWO32zVjxgx98cUX+uGHH/Txxx/rhRdesPxuB9b+7YEgsWnTJp/ty5YtM7YQAJbTtWtX9e/f3+wyggbBCAgC/rYEYa80ADAWl9LOQUREhCIjI80uI2BOrG0RHR2t+Ph4k6uxBn/TY8PCwvgbGIjHvnnoe3PR/78hGJ2D0tJSlZaWml1GwJxY3Ku4uJhNTA3ib1aa0+nkb2AgHvvmoe/NZZX+P5uTGlxKA4KAvz3RLrvsMoMrAQBrIxgBQeDqq6+u1BYWFqaLL77YhGoAwLoIRkAQWLRoUaU2p9Op9evXm1ANAFgXwQgIAr72RHO73QQjADAYwQgIAv52s96+fbuxhQCAxRGMgCBms9nMLgEALIVgBASBtLQ0n+3t2rUzuBIAsDaCERAE2rRp47P9wgsvNLgSALA2ghEQBPbt2+ezPT8/3+BKAMDaCEZAEPC3ieySJUsMrgQArI1gBAQBf3ulOZ1OgysBAGsjGAFBoEGDBj7bO3bsaHAlAGBtBCMgCGRlZSksrOKezg0aNNCVV15pUkUAYE0EIyAIpKWlqVevXt6vHQ6HBgwYILudpygAGIlXXSAILFiwQAsXLvR+7XQ69fTTT2vv3r0mVgUA1kMwAoLAmjVr5HK5KrTZbDb9+OOPJlUEANZEMAKCgMPhqNRWVlam8PBwE6oBAOsiGAFBwFcwcrvdiomJMaEaALAughEQBAoLCyu1hYeH6+DBgyZUAwDWRTACgkBGRkals0ZOp1OpqakmVQQA1kQwAoJAv379FBsbq7CwMNlsNoWFhalVq1Zq27at2aUBgKWEnflbAARaamqqXn75ZX300UcqLCxU7dq1dc0117COEQAYjGAEBImUlBTdfvvtSk5OVn5+PvukAYAJ+DgKAADgQTACAADwIBgBAAB4EIwAAAA8CEZAECksLNS0adN8LvgIAAg8ghEQRAoLCzVjxgyCEQCYhGAEAADgQTACAADwIBgBAAB4EIwAAAA8CEYAAAAefygYLVy4UE8++aSGDh2qnTt3SpKWL1+uvXv3VklxAAAARjqnTWRzcnJ03XXXac2aNcrIyFB2drbuvPNO1a1bV7NmzVJsbKymTp1a1bUCAAAE1DmdMXrggQeUm5urDRs2aPv27XK73d5jPXv21OLFi6usQAAAAKOc0xmjjz/+WDNmzFDz5s3ldDorHKtTp452795dJcUBAAAY6ZyCUVlZmWJjY30ey8/PV0RExFnf1/z587VkyRJt375d7du318iRI73HduzYoZdeeknbt29XjRo1dNddd6lFixbe4ytXrtRrr72mQ4cOqVmzZho+fLhSUlK8x9944w0tWLBALpdLnTt31tChQxUWVv4rFxQUaOrUqfrmm28UHR2tvn376uqrr/69XQEAAELIOV1Ku+yyyzRr1iyfx95++2117NjxrO+rWrVq6tu3r3r16lWhvaysTOPGjVP79u311ltv6cYbb9T48eNVUFAgSdq9e7cmT56se+65R2+88YZq1qypCRMmeG//2Wefafny5XrxxRf1yiuvaOvWrZo3b573+LRp0+R0OvXqq6/q8ccf15w5c/TDDz/8nm4AAAAh5pyC0bhx4zR//nx16dJFU6dOlc1m0/vvv6+//vWv+vDDDzV27Nizvq8OHTqoXbt2SkhIqNC+YcMGHTt2TH369FF4eLj+/Oc/Kz09XatWrZIkLV26VK1bt1bLli0VGRmpAQMGaPPmzcrOzpYkLVq0SNdff73S09OVmJiovn37atGiRZKkkpISrVy5UgMHDlRMTIwaNmyo7t27e48DAABrOqdg1L59ey1dulQ2m00PPfSQ3G63xo8fr+zsbC1evFitW7f+w4Xt3LlTmZmZstt/K7F+/freZQF27Nih+vXre4/Fx8crLS1NO3bs8N6+Xr16FW6bm5urwsJC7dmzR5JUt25d7/EGDRp4bwsAAKzpnMYYSeXh6IsvvlBxcbHy8/OVlJSkmJiYKiusuLi40jim2NhYFRUVSSo/63Pqz4uNjVVxcbH3+Mm3P/H/4uJilZSUKDo62u9tT5Wdne09EyVJkZGRqlmz5jn+ZsHvRBi12+1yOBwmV2Mt9L256H/z0Pfmov9/c87B6ITo6OhKIaMqREdHe0PQCUVFRd6fFRUVVel4YWGh3+Mn/h8dHa2oqKhKIejk255q2rRpFS4PZmVlafz48ef4mwW/Y8eOSSo/C5ecnGxyNdZC35uL/jcPfW8u+v835xSMbr/9dh09erTCYOYT+vXrp/j4eE2fPv0PFVa3bl29++67crlc3iS7bds2XXnllZKkzMxMbd++3fv9BQUFys3NVWZmpvf227ZtU7Nmzby3TU1NVWxsrGrVqiVJ2rVrl+rUqeM9fuK2pxo2bJh69+7t/ToyMlL5+fl/6PcLZkePHvX+GxkZaXI11kLfm4v+Nw99by6r9P/ZhL5zCkafffZZhRlgJ7vhhhs0YsSIs74vp9Mpp9Mpl8sll8ul0tJS2e12XXjhhQoPD9f777+va6+9VqtWrdK+ffvUvn17SVK3bt00YsQIff/997rgggs0Z84cNW3aVBkZGZKkHj166L333lPbtm0VFRWluXPnqmfPnpLKzyZ17NhRc+bM0f3336/9+/dr8eLFGjVqlM8aMzIyvPcrSbm5uZXWbwolLpfL+28o/57BiL43F/1vHvreXPT/b855S5C0tDSfx1JSUrR///6zvq+5c+fq7bff9n69cuVKde/eXQ888IAee+wxTZkyRW+++abS09OVlZWl+Ph4SeULSd53332aMmWK8vPz1bx58wqBrFevXsrJydGDDz4op9OpLl26qG/fvt7jw4YN05QpU3TrrbcqJiZGAwYM0MUXX/x7uwIAAISQcwpGtWrV0po1a9S9e/dKx07sn3a2+vfvr/79+/s8Vq9ePb9npiSpU6dO6tSpk89jNptNAwcO1MCBA30ej4uL0yOPPHLWdQIAgNB3TtP1+/Xrp/Hjx1caY/Sf//xHTz31lN+gAwAAEMzOKRiNHj1a3bp10y233KL4+Hg1adJE8fHxuuWWW9S1a1c98cQTVV0nAABAwJ3TpbSIiAjNnz9fn3/+uZYsWaKDBw8qJSVFPXv2VI8ePaq6RgAAAEP8oXWMLr/8cl1++eVVVQsAAICpzjoY5eXlKSkpSXa7XXl5eWf8/mrVqv2hwgAAAIx21sEoLS1Nq1ev1qWXXqrU1FTZbLbTfr/V10EAAADnn7MORrNmzVLDhg29/z9TMAIAADjfnHUwGjx4sCTJ7Xbr2muvVUxMTED2SAMAADDL756uX1ZWpho1amjJkiWBqAcAAMA0vzsYhYeHq1atWowhAgAAIeecFni899579c9//lPHjh2r6noAAABMc07rGO3YsUM///yz6tatq27duql69eoVBmPbbDZNmjSpyooEAAAwwjkFo/nz5ysyMlKStHbt2krHCUYAAOB8dE7BaNu2bVVdBwAAgOnOeUuQ3NxcTZw4UV999ZWys7OVkZGhdu3a6YEHHlBqampV1ggAAGCIcxp8vWbNGjVu3FiTJ09WXFycOnbsqLi4OE2ePFkNGzbUmjVrqrpOAACAgDunM0b33HOPWrRooY8//liJiYne9sOHD+uqq67Svffeq6+//rrKigQAADDCOZ0x2rhxox555JEKoUiSEhMT9cgjj+jHH3+skuIAAACMdE7BqFGjRjp06JDPY4cPH1aDBg3+SE0AAACmOKdg9Pzzz+uJJ57QF198UaF92bJlGjNmjCZMmFAlxQEAABjpnMYYjRw5UocPH1b37t2VmJiotLQ05eTk6PDhw0pOTtbDDz+shx9+WFL5mkbff/99lRYNAAAQCOcUjNq0aVNhpWsAAIBQcE7B6LXXXqviMgAAAMx3TmOMAAAAQhHBCAAAwINgBAAA4EEwAgAA8CAYAQAAeBCMAAAAPAhGAAAAHgQjAAAAD4IRAACAB8EIAADAg2AEAADgQTACAADwIBgBAAB4EIwAAAA8CEYAAAAeBCMAAAAPghEAAIAHwQgAAMAjzOwCzkcRERGKjIw0u4yAKSoqkiRFR0crPj7e5Gqshb43F/1vHvreXPT/bwhG56C0tFSlpaVmlxEwxcXF3n+PHj1qcjXWQt+bi/43D31vLqv0/9mc1OBSGgAAgAfBCAAAwINgBAAA4EEwAgAA8CAYAQAAeBCMAAAAPAhGAAAAHgQjAAAAD4IRAACAB8EIAADAg2AEAADgwV5pAGBRhw8f1rFjx8wuQ5KUn58vScrNzZXT6TS5mnKRkZFKTEw0uwwYjGAEABZ0+PBh9evXTy6Xy+xSKhg+fLjZJXjZ7Xa99dZbhCOLIRgFCT65nR6f3ICqdezYMblcLs2aNUvVq1c3u5ygc+DAAd12221B87oM4xCMggCf3M6MT25AYFSvXl01atQwuwwgaBCMggCf3E6PT24AAKMQjIIIn9wAADAX0/UBAAA8CEYAAAAeBCMAAAAPghEAAIAHwQgAAMCDYAQAAOBBMAIAAPAgGAEAAHgQjAAAADxY+RqAqdhA+fTYQBkwFsEIgGnYQPnM2EAZMBbBCIBp2ED59NhAGTAewQiA6dhAGUCwYPA1AACAB2eMAAAwARMP/DNz0gHBCAAAgzHx4PTMnHRAMAIAwGBMPPDP7EkHBCMAAEzCxIPgw+BrAAAAD4IRAACAB8EIAADAI+jHGE2cOFHLly9XWNhvpU6dOlVpaWmSpB07duill17S9u3bVaNGDd11111q0aKF93tXrlyp1157TYcOHVKzZs00fPhwpaSkeI+/8cYbWrBggVwulzp37qyhQ4dW+FkAAMA6zosEcN1112nw4MGV2svKyjRu3DhdeeWVevrpp/Xll19q/Pjxmj59uuLi4rR7925NnjxZf//739WsWTO9+uqrmjBhgp5++mlJ0meffably5frxRdfVFRUlJ588knNmzdP/fv3N/pXhMmCZT2RYFtLRGITUwDWcl4EI382bNigY8eOqU+fPrLb7frzn/+sDz/8UKtWrVKvXr20dOlStW7dWi1btpQkDRgwQIMGDVJ2drYyMjK0aNEiXX/99UpPT5ck9e3bV6+88grByGKCcT2RYFlLRGITUwDWcl4Eo08//VSffvqpUlNTde211+ryyy+XJO3cuVOZmZmy238bKlW/fn3t3LlTUvlltiZNmniPxcfHKy0tTTt27FBGRoZ27typevXqVbhtbm6uCgsLFRsba8wvB9Oxnoh/Zq8nAgBGC/pgdO211+q2225TbGysNm3apGeeeUaxsbHq0KGDiouLKwWY2NhYFRUVSZJKSkoUExNT6XhxcbH3+Mm3P/H/U+83Oztb2dnZ3q8jIyNVs2bNKvsdHQ5Hld1XKHM4HAHpqxP3yXoi/gW673F6geh/+v7s8Ng3T6D6/kyCPhg1bNjQ+/8LL7xQf/nLX7Ry5Up16NBB0dHR3hB0QlFRkaKjoyVJUVFRlY4XFhb6PX7i/yeOnzBt2jSNHTvW+3VWVpbGjx9fBb9dOT6Nn53ExEQlJydX+f3S/2dG35srEP1P358dHvvmCVTfn0nQB6NT2Ww2ud1uSVLdunX17rvvyuVyeS+nbdu2TVdeeaUkKTMzU9u3b/fetqCgQLm5ucrMzPTeftu2bWrWrJn3tqmpqZXOQg0bNky9e/f2fh0ZGekdJFsVDh8+XGX3FcoOHz6syMjIgNwvTo++N1cg+p++Pzs89s0TiL4/m6AV9MHoyy+/VOvWrRUVFaXNmzfr448/1tChQyWVn0EKDw/X+++/r2uvvVarVq3Svn371L59e0lSt27dNGLECH3//fe64IILNGfOHDVt2lQZGRmSpB49eui9995T27ZtFRUVpblz56pnz56VasjIyPDeRqr6GUPBMvso2DmdzoD0Ff1/ZvS9uQLR//T92eGxb55A9f2ZBH0wmj9/vqZOnSqXy6XU1FQNGDBAXbp0kSSFhYXpscce05QpU/Tmm28qPT1dWVlZio+PlyTVqVNH9913n6ZMmaL8/Hw1b95cI0aM8N53r169lJOTowcffFBOp1NdunRR3759Tfk9AQCA+YI+GD3zzDOnPV6vXj1NmDDB7/FOnTqpU6dOPo/ZbDYNHDhQAwcO/EM1AgCA0MCWIAAAAB4EIwAAAI+gv5QGAAicTZs2ad++fWaXEXTy8vLMLgEmIRgBgIWNGjXK7BKAoMKlNAAAAA/OGAGAhT333HOqVq2a2WUEnby8PM6mWRTBCAAsrHnz5uwR6APjrqyLS2kAAAAeBCMAAAAPghEAAIAHwQgAAMCDYAQAAOBBMAIAAPAgGAEAAHgQjAAAADxY4DGIsJmjb2zmCAAwCsEoiLD8PKyKDwW+8aEAMB7BCIDp+FAAIFgQjIIImzn6xmaOAACjEIyCCJs5+sYlltDHhwLf+FAAGI9gBMB0fCjwjQ8FgPEIRoAHA4ArY/AvAKshGAEeXLIAALDAIwAAgAdnjAAPBgBXxuBfAFZDMAI8GABcGWOuAFgNl9IAAAA8CEYAAAAeBCMAAAAPghEAAIAHwQgAAMCDYAQAAOBBMAIAAPAgGAEAAHgQjAAAADwIRgAAAB4EIwAAAA+CEQAAgAfBCAAAwINgBAAA4EEwAgAA8Agzu4DzUUREhCIjI6vs/goLCyVJBw4cqLL7DCUn+iU2Nlbx8fFVfv8n+h/+0ffmCkT/0/dnh8e+eQLV92dCMDoHpaWlKi0trbL7Kysrk91u12233VZl9xlq7Ha7ysrKdPTo0Sq/b16gzqywsJC+N1Eg+p++Pzs89s0TiL4/m5MaBKMgkJiYqLfeekvHjh0zuxRJUn5+voYPH65JkyYpOTnZ7HIklT+YExMTzS4DAKrUpk2btG/fPrPLCCp5eXmm/nyCUZAIpjd9h8MhSUpNTVVKSorJ1QBA6Bo1apTZJeAUDL4GAADw4IwRAAAmee6551StWjWzywgqeXl5pp5JIxgBAGCS5s2bq0aNGmaXEVTMHnPFpTQAAAAPghEAAIAHwQgAAMCDYAQAAOBBMAIAAPAgGAEAAHgQjAAAADwIRgAAAB4EIwAAAA+CEQAAgAfBCAAAwINgBAAA4EEwAgAA8CAYAQAAeBCMAAAAPAhGAAAAHmFmFwAAMM+BAwfMLiEo0S/WRTACPHghrIw+CV2RkZGy2+267bbbzC4laNntdkVGRppdBgxGMILl8QZxeka8ORDAfAtkvyQmJuqtt97SsWPHAvYzfo/8/HwNHz5ckyZNUnJystnlSCp/bUhMTDS7DBiMYATLC6Y3CKu9ORBKzyyQwTSY3vQdDockKTU1VSkpKSZXAysjGAEKnjcIq705BFMolawXTAFURjACYKpgetO3WjAFUBnT9QEAADw4YwQAgEmYeFCZ2X1CMAIAwGBMPDg9M5dKIBgBAGAwJh6cnpmTDghGqCQ2NlZDhgxRbGys2aUAQMhi4kFwYvA1KomNjdWwYcMIRgAAyyEYAQAAeBCMAAAAPAhGAAAAHgQjAAAAD4IREESYEWgu+t889L256P/f2Nxut9vsIsxUUFCgqVOn6ptvvlF0dLT69u2rq6+++rS3yc3NNag6czgcDiUnJys/P19Op9PsciyFvjcX/W8e+t5cVun/1NTUM36P5dcxmjZtmpxOp1599VVlZ2dr9OjRql27ti666CKzSwMAAAaz9KW0kpISrVy5UgMHDlRMTIwaNmyo7t27a9GiRWaXBgAATGDpYLRnzx5JUt26db1tDRo00I4dO8wqCQAAmMjSl9JKSkoUHR1doS02NlbFxcUV2rKzs5Wdne39OjIyUjVr1jSkRjOcWBr+xL8wDn1vLvrfPPS9uej/31g6GEVFRVUKQYWFhZXC0rRp0zR27Fjv11lZWRo/frwhNZopISHB7BIsi743F/1vHvreXPS/xYNRrVq1JEm7du1SnTp1JEnbtm1TZmZmhe8bNmyYevfu7f06MjJS+fn5xhVqMIfDoYSEBB05ciSkZycEI/reXPS/eeh7c1ml/5OTk8/4PZYORlFRUerYsaPmzJmj+++/X/v379fixYs1atSoCt+XkZGhjIwM79e5ubkh/cA5wel0WuL3DEb0vbnof/PQ9+ai/y0ejKTys0FTpkzRrbfeqpiYGA0YMEAXX3yx2WUBAAATWD4YxcXF6ZFHHjG7DAAAEAQsPV0fAADgZAQjAAAAD4IRAACAB8EIAADAg2AEAADgQTACAADwsLndbrfZRSC4ZGdna9q0aRo2bFiFhS0RePS9ueh/89D35qL/f8MZI1SSnZ2tsWPHVtg4F8ag781F/5uHvjcX/f8bghEAAIAHwQgAAMCDYIRKMjIy9MQTT1j+OrMZ6Htz0f/moe/NRf//hsHXAAAAHpwxAgAA8CAY4bTmzZuniRMnml0GzmDBggXKysoyuwycg/Xr1+uOO+4wu4ygtHHjRg0dOtTsMkLKoEGDtGHDhj98P2+++aaef/75Kqgo+ISZXQCMlZWVpZ9//lkOh8Pb9re//U3t2rXz+f19+/Y1qrSQtHLlSn3wwQfavn27wsPDlZaWps6dO+vaa69VRESE2eUFpSeeeEL16tXT//t//69C+7Zt2/S3v/1Ns2bNUnJyckBr+P777/XOO+9oy5Ytstlsqlatmtq3b6/rr79ecXFxAf3Zwejk143w8HA1adJEQ4YMUc2aNQP6c1u0aKHp06cH9GeEoqysLHXu3FlXXXWV2aWclwhGFnTHHXdUyROmrKxMYWE8hPz54IMP9J///EdDhw5V27ZtFRMTo507d+qTTz5Rbm5uwN9Uzlc9e/bUzJkzNWjQoAoBftGiRWrTps3vCkXn8hhdtWqVJk2apMGDB2vkyJFKSEjQ/v379fnnn2vbtm268MILf9f9hYoTrxvFxcWaMmWKJk6cqOeee8573O12y+VyVfibAecj3tWgmTNnauXKlSosLFRGRobuuOMO/elPf5JUfrp0z549GjlypPbv368hQ4bovvvu09y5cxUZGampU6eaXH1wKiws1Jw5c3T//ferU6dO3va6devqzjvvlCQdP35cs2fP1ooVK1RWVqa2bdtqyJAhiomJkSStW7dO//73v5WTk6PatWtr6NChatKkiSQpJydHkyZN0pYtW5SZmakWLVoY/0sGSLt27fTyyy/ru+++U5s2bSRJTqdTy5cv19133y232633339fn376qY4cOaKmTZvqnnvuUWpqqiSpd+/eGjp0qD7++GPl5eXplltu0Q8//KAnnnjC+zPmzZunLVu26NFHH63ws91ut/71r3/p5ptv1tVXX+1tT09P18CBAyt837vvvqsFCxaouLhYLVq00F133eUNbf/73/80ffp07d69W2lpaRo8eLDatm0rSSooKNDkyZP1ww8/KC0tTV27dg1MRwZIdHS0unXrpgkTJigrK0tNmzbV5s2btWXLFo0bN07p6emaMWOGNmzYoPDwcPXs2VO33HKL7Ha7Fi9erAULFujCCy/UZ599pvDwcA0bNkxxcXF65ZVXlJeXp86dO+uuu+6SzWbThg0b9Pzzz+v111+XVP63/b//+z/Vrl1bkvTvf/9b+fn5euCBB7yvT8OHD9dbb72lo0eP6tprr9WVV16pf/7zn/rll1/UqFEjjRo1SomJiWZ2oaE++OADvffee3I6nbrhhhsqHDvTc+l07w2hjDFGUMOGDTVx4kS9+eab6tq1q5599lkdO3bM7/d/++23mjx5sl588UUDqzy/bN68WaWlpX4vUUrSf/7zH/3www+aMGGCXn75ZeXl5WnGjBmSpL179+qZZ57RoEGDNGfOHF1++eUaO3asCgoKJEkTJkxQrVq1NHv2bA0dOlSLFi0y5PcyQnh4uLp06aIlS5Z4277++mu53W5dcskl+vjjj7V8+XKNHTtWr7/+uho2bFjhzIVUftbn6aef1uuvv65u3bppw4YNys/P9x5funSpunfvXuln79mzR7m5uerQocNpa1yyZIkWLFigMWPGaNasWYqNjdWECRMklQefMWPG6PLLL9ecOXM0aNAgPfPMM9q7d68kadq0aXK5XJo1a5aysrLOu79dUVGRli1bpvr160sq78shQ4Zo7ty5atiwocaNG6eMjAzNnDlTzz//vNasWaPPP//ce/tff/1V6enpev3119W/f39NmTJFCxcu1LPPPqspU6Zo9erVWr9+/TnXt2nTJk2dOlXPP/+83nvvPf3zn//UXXfdpdmzZ8tut+vdd9/9w31wvvj22281b948Pf7445o5c6ays7N15MgR7/EzPZd+73tDqCAYWdDMmTPVr18/9evXT7fffru6deumhIQEORwO9enTR2VlZdq1a5ff2/fv318xMTGKjIw0sOrzy5EjR5SQkFDhMs6YMWPUr18/3XTTTVq6dKmWLVumW265RSkpKYqLi9PgwYP1xRdfyOVyacWKFWrdurUuueQSORwOXXHFFUpNTdXXX3+tnJwcbd68WYMGDVJERIQaNWp03p11OJMePXpozZo1KiwslFQeRLp166awsDAtWLBAAwcOVHp6usLCwtSvXz/98ssvysnJ8d7+xhtvVFJSkiIjI5WcnKyLL75Yy5cvlyT9/PPPOnLkiPcMzslOvGlUq1bN2zZ16lT169dPf/3rXzV37lxJ0rJly9S7d2/Vrl1bkZGRuv322/Xjjz8qNzdXX3/9tdLS0nTFFVfI4XDokksuUatWrbRixQo5nU6tXLlSAwcOVExMjDIyMiqcmQpmJ1437rrrLh0/flwPPPCAJOnPf/6zGjRoIIfDoW3btik3N1cDBw5URESEUlJSdP3113v7XpJSUlJ05ZVXyuFwqGvXrjp69KiuuuoqxcXFKSUlRX/605/066+/nnOdN998syIjI1W3bl3Vq1dPf/rTn1S7dm1FRESoffv22rp16x/tivPG8uXL1b17dzVs2FAREREaNGiQTl6h50zPpd/73hAquJRmQbfffnuFMUbvvfeePv/8c+Xl5clms6moqKjCp4pTpaWlGVHmeS0hIUFHjhypMMZlzJgxkqQRI0bI5XIpLy9P6enp3ttUr15dZWVlOnz4sA4ePKjq1atXuM/q1asrLy9PBw8eVExMjGJjY73H0tLSQuoFv3HjxsrIyNCKFSvUoUMHrVu3Ti+88IIkaf/+/Xruuedkt//2uc5utys3N9f72Dz1MdqjRw/NmzdP1113nZYuXaouXbooPDy80s9NSEiQJOXl5alGjRqSpHvuuUf33HOPnn/+eTmdTkmq9PeJi4tTTEyMDh48WOnvKpX/7Q4ePOh9TJxc36l/52B16uvGCSf/LgcOHNDhw4fVv39/b5vL5fJempGkpKQk7/9PfLg6ta2kpOSc6zz1vk79uri4+Jzv+3yTl5fnPbMn/fY4PeFMz6Xf+94QKghGFrdx40a98847GjdunDIzM2W329WvXz+dbt1Pm81mYIXnpwsuuEDh4eH66quvKowxOlm1atV04MAB7wvXgQMHFBYWpsTERKWkpFT61HzgwAF16NBBKSkpKioqUlFRkfdFLjc3N7C/kAl69OihJUuWqKysTJmZmd5+SktL0913333aQdAnv9BL0iWXXKL/+7//06+//qoVK1Z4Q+qpatWqpdTUVK1atarSeIyTpaSkVDhDVVBQoKKiIqWkpHj/ric7cOCAGjVq5D2LmJOT4w22J9/P+ejk14PU1FSlpqbqX//6V0B+VlRUVIVLOSdfHkVl1apVq/D4KiwsVFFRkffr0z2XzuW9IVRwKc3iiouLZbfblZCQIKfTqXnz5lnqE1WgxMbGqn///po2bZpWrFihoqIiud1u7d692/uJq1u3bpo3b57y8/NVWFio2bNnq0uXLrLb7erUqZO+/fZbffPNN3I6nfr888+Vk5Ojtm3bKi0tTU2bNtXrr7+u48eP69dff9WyZcvM/YUDoFu3bvrll1/0/vvvq0ePHt72q666SrNnz/buAl5QUKAvv/zytPd1YtzSpEmTlJSUpMaNG/v8PpvNpttuu01z587VJ5984v1b5eTkaP/+/d7v69q1qz766CPt3btXx44d06uvvqoWLVooNTVVbdu21YEDB7R48WI5nU6tX79e3377rTp16iSHw6H27dvrzTffVFFRkfbt26dPPvnkj3ZV0GjcuLESEhL09ttvq6SkRC6XS3v37tWPP/5YJfffoEEDLV26VE6nUz/99JPWrFlTJfcbqjp37qwlS5Zo69atKi0t1euvv14hyJ7uuWTl9wbOGFlcq1atdMkll+juu+9WVFSUevfuXeG0N85dnz59lJKSog8++ECTJ09WRESEqlevrquuukodO3aUw+FQcXGxHnzwQTmdTrVp00ZDhgyRVH7mYuTIkXr11VeVk5OjWrVqafTo0YqPj5ckPfTQQ5o8ebIGDhyozMxM9ezZUz///LOZv26VS0pKUps2bbR+/foKY6iuueYa2Ww2Pfnkkzp48KBiY2PVsmVLv2fmTujRo4fmz5+vwYMHn/b7OnXqpNjYWL3zzjv697//LbvdrtTUVLVr107XXHONJKl79+7Ky8vT6NGjVVxcrObNm+uhhx6SJMXHx2v06NGaMWOGZsyYobS0NI0aNUq1atWSJA0bNkwvvfSSbrvtNqWlpalHjx5auHDhH+mqoOFwOPT444/r1Vdf1Z133qmSkhKlp6frxhtvrJL7HzJkiCZOnKj+/furZcuW6tKliyUGA5+r1q1b66abbtI//vEP76y0E5eLpdM/l6z83sBeaQAs4ciRI7r11ls1Y8YMpaSkmF0OgCDFpTQAIc/tduvDDz9U27ZtCUUATotLaQBC2vHjxzVgwABVq1ZNo0ePNrscAEGOS2kAAAAeXEoDAADwIBgBAAB4EIwAAAA8CEYAAAAeBCMAAAAPghEAAIAHwQgAPJYtW6annnrK7DIAmIhgBAAeBCMABCMAAAAPghGAkLF69Wr16tVLCQkJio+P12WXXabPP/9cy5Ytk81m07p16yp8/zXXXKNu3bpJksaMGaOxY8eqsLBQNptNNpvNewyAdbBXGoCQsHLlSnXv3l3t2rXTv/71LyUlJWndunXauXOnGjZseMbb33HHHdq9e7fefPNNLVmyRJKUkJAQ6LIBBBmCEYCQMGrUKDVq1EhLliyRw+GQJPXq1UtS+dihM6ldu7Zq164tu92udu3aBbJUAEGMS2kAzntFRUX66quvNHjwYG8oAoBzQTACcN7Lz8+Xy+VSzZo1zS4FwHmOYATgvJeUlCS73a69e/f6PB4VFSVJKi0trdCel5cX8NoAnF8IRgDOe7GxsWrfvr1ef/11OZ3OSsdr164tSfrpp5+8bQcOHNAPP/xQ4fsiIiJ07NixwBYLIKgx+BpASHjmmWfUvXt39ezZU3fffbeSk5P1zTffKDU1Vbfddpsuu+wyjR07VomJiXI4HHrmmWeUmJhY4T6aNWumsrIyTZo0SR06dFBCQoKaNm1q0m8EwAw2t9vtNrsIAKgKq1at0mOPPaY1a9bI4XCoRYsWGjdunHr06KFff/1VQ4YM0dq1a5WRkaFx48Zp9uzZKigo8M5aKysr0/Dhw/Xf//5XBw4cUJcuXc5qRhuA0EEwAgAA8GCMEQAAgAfBCAAAwINgBAAA4EEwAgAA8CAYAQAAeBCMAAAAPAhGAAAAHgQjAAAAD4IRAACAB8EIAADAg2AEAADg8f8B9zTEGVcmvBMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185090894782)>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(dic,pn.aes(x='cut', y='price'))+ pn.geom_boxplot() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851763884228)>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(dic,pn.aes(x='cut', y='price'))+ pn.geom_violin()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设置主题  目前14种主题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185090385605)>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+pn.geom_line(group = 1)+pn.theme_seaborn()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (185090441213)>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+pn.geom_line(group = 1)+pn.theme_xkcd() #手绘效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KqP9+fRz69BCcC5gehnMp6IK0x2nZbi82NhaxsbEAgJgYVwDVoNFooOS5hZ5NnMQJlKyP2YvD7MVi/rkXERGBihUrokKFCvnaDrM3JbyZMegNWNduHeoOrovBhwZDn67Hno/2YEe/HSjZtCTSEkwbl7THaXDyzH7q5xUrVmD69On/+6oegFPw8vKCVmuZ9yAnXl5eokuwW8xeHGYvFvPPuaioKHTo0AFaM/1CYvZPCW9mUuNTkfB3App82AQOLg5wcHFAwxENsSZgDeoNqYfosGgYDcasU013Tt9BwxENs93msGHD0LlzZwBPj8z06wckJCQgPl5v8fcjikajgZeXFxISEqDXK/d9yhGzF4fZi8X8cyc5ORmRkZF47733EB8fn69t2Uv2OW36hDczbkXcoC2vxfFlx+E7wRf6DD1Ofn0SxesURzn/cnBwcUD0gmg0GdUEMdtiEH8tHtW6Vst2mz4+PvDx8TF5TK/XK/oHbjAYkJSUhIyMDF7hbmXMXhxmLxbzz52DBw9CpVKhadOm+f59xOxNCW9mAKD3jt7YO3ovjiw+AgAo3aw03v7ubWgcNQjaFYTdQ3YjcmoktOW1CNoZBNdCroIrlh+j0YjU1FTRZdglZi8OsxeL+eeOJElo0aIFXF3z/zuM2ZuSRTPjXdsbA6QBL3+uljeGHB1i5Ypsz7Mr29PT09mlWxmzF4fZi8X8c0eSJAwZYp7fZ8zelCxuzab8U6vV8PT05JwDAjB7cZi9WMw/565du4Y///zTbEsYMHtTTIGIiMjCdDodypUrl+9bsunl2MwQERFZmCRJ+Z4oj16NzQwREZEFpaam4vDhw1wl24LYzChIRkaG6BLsFrMXh9mLxfxf79dff4XBYICvr69Zt8vsn5PF3UyUf3q9Ho8fPxZdhl1i9uIwe7GYf85IkoRmzZrBzc3NbNtk9qZ4ZIboNbp06YKiRYu+9H87duzIel1KSgpmzZqFevXqoWTJkqhfvz4+++wzgZUTkRyYY5Vsyh6PzCiERqOBVqtFfHy8omc6FiEsLAyJiYkmj61YsQI//PADWrVqlTWtePfu3XHr1i2MHz8epUuXxq1bt/D3338Lqto+cNyLxfxf78aNG7hy5YrZmxlmb4rNDNFrVKlS5YXHhg8fDn9/fxQuXBgA8M033+D3339HdHQ0ihUrZu0SiUimJElCmTJlULFiRdGlKBpPMxHl0rFjx/DXX3+hR48eWY998803ePvtt9nIEJEJnU6HwMBAqFQq0aUoGpsZolzatm0b3Nzc8J///AcAkJ6ejlOnTqFkyZIYOXIkypQpgzfeeAPDhg3Dw4cPBVdLRKKkpaXhwIEDvF7GCtjMEOVCZmYmdu/ejf/85z9wd3cHADx8+BCZmZlYunQpHj9+jDVr1mDu3Lk4cOAAhg4dKrhiIhLl6NGjyMjIMPst2fQiXjOjEHq9Hg8fPoTBYBBdiqJFRkbi3r176N69e9ZjmZmZAAAvLy98++23cHJyAgB4eHjg3XffxalTp1C/fn0h9Sodx71YzD97Op0OTZs2hYeHh9m3zexN8ciMgnBQW9727dtRqFAhBAQEZD1WoEABAEDjxo2zGhkAaNmyJQDg4sWL1i3SznDci8X8X02SJIueYmL2z7GZUQi1Wg0PDw+uoGpBKSkp+Pnnn9G5c2c4OjpmPe7h4YEyZcq88gI//kwsh+NeLOb/ardu3cLFixct1swwe1NMQSFUKhVcXFx4xbwF7dmzB0lJSejWrZvJ4yqVCp06dcKRI0eQlpaW9XhUVBQAoEaNGlat055w3IvF/F9Np9OhRIkSL53awRyYvSk2M0Q5tH37dpQqVQpNmzZ94blx48bhyZMnGDhwIPbv349169bhk08+Qfv27VGrVi0B1RKRSM9OMbHZsA42M0Q58OjRI+h0OnTt2vWlH05ly5bFzp07kZycjHfffRczZ85Ehw4d8OWXXwqolohESk9PR1RUFG/JtiLezUSUAwULFsStW7eyfU3dunWxa9cuK1VERHJ1/PhxpKamolWrVqJLsRtsZhTCYDAgOTmZV7cLEB0dDUdHRzRo0EB0KXaH414s5v9ykiShcePG8PT0tNg+mL0pnmZSCKPRiOTkZBiNRtGl2JWEhAQMGjQInTp1yrrgl6yH414s5v9y1lglm9mbYjOjECqVCo6OjrzYzMoWLFgAT09PDB8+HAMGDMDx48dFl2RXOO7FYv4vunPnDs6fP4/AwECL7ofZm2IzoxBqtRoFChTgnANW9Mcff+Drr7/G7NmzsXjxYvTp0wd9+vTB+fPnRZdmNzjuxWL+L5IkCcWLF7f4lAzM3hRTIMqjqVOnwtfXF+3atYNKpcKnn36KN998Ez179sTVq1dFl0dEAkiSxFWyBWAzQ5QH+/fvh06nw6xZs7I+tNRqNZYuXYqGDRuiR48e+PvvvwVXSUTWlJmZiaioKIufYqIXsZkhyqWMjAxMmTIFgwcPfmF2TwcHB3z99dcoX748evTogbt37wqqkois7cSJE3jy5An8/f1Fl2J37ObWbI1GA41GdBWWo1arodfref7UClasWIGHDx9i4sSJ0Gg0L2Tv7u6OdevWoXv37ujduzd2796dtRglmRfHvVjM31RERAQaNWqEQoUKWXxfzN6U3TQzer0eer1edBkWo9frER8fL7oMxbt37x7CwsIwZcoUeHp6Zo2rf2fv6uqKDRs24O2330avXr2wZcsWuLu7C6pauTjuxWL+pvbv348OHTpY5XcNszfFlo4oFz799FOULl0a/fv3f+1rCxYsiM2bN+PBgwcYNGiQySKURKQscXFxOHPmDJcwEITNjEJoNBoUKlQIGiWfSxPs7NmzWLduHWbNmmWSc3bZFytWDNu2bcOVK1cwbNgwZGZmWrNkxeO4F4v5PxcREYGiRYtabWFZZm+KzYyC8Nyp5RiNRoSEhKB9+/bw9fV94fnssi9VqhS2bduGY8eOITg4mNOPmxnHvVjM/ymdToeAgACr5sHsn2MSRDmwa9cunDp1CqGhoXn6/goVKmDz5s3Ys2cPJk2axCnIiRREr9cjMjISbdq0EV2K3WIzQ/QaKSkpCA0NxciRI1G2bNk8b6dmzZrYuHEjNm7ciLlz55qxQiIS6dSpU3j8+DH8/PxEl2K37OZuJqK8+vLLL6HX6xEcHJzvbTVu3Bjfffcd3nnnHXh5eeH//u//zFAhEYkkSRLq169vlVuy6eXYzCiEXq/Ho0ePFH37uQi3bt3C0qVLsXDhwlfeWp3b7P38/PD111/jvffeg5eXFwYMGGDOku0Kx71YzP8pnU6HN99806r7ZPameJpJQXinjPnNmDEDNWvWRPfu3bN9XW6z79ChA5YsWYJPPvkE27dvz0+Jdo/jXix7z//+/fs4ffq0kFuy7T37f+KRGYVQq9VwdXVFSkoK75YxkyNHjmDHjh3Yu3dvtovG5TX73r17IykpCR988AE8PDys/pedEnDci8X8n96SXahQIdSpU8eq+2X2pnhkRiFUKhVcXV25UquZGAwGhISEoHfv3qhXr162r81P9u+99x4++eQTDB48GIcPH85ruXaL414s5i/mlmyA2f8bmxmil9i4cSOuXr2KkJAQi+/ro48+wtChQ9G3b1+cOnXK4vsjIvMwGAyIiIjgrL8ywGaG6F8SExMxe/ZsjB07FsWLF7f4/lQqFaZMmYIePXqgd+/eiImJsfg+iSj/Tp8+jYcPH3KVbBlgM0P0LwsWLIC7uzuGDh1qtX2qVCrMmzcPrVu3Ro8ePXDt2jWr7ZuI8kan06Fu3booUqSI6FLsHpsZhTAajUhJSeHMsvl09epVfP3115g5cyacnZ1z9D3myl6j0eDzzz9HvXr10KNHD9y+fTtf27MHHPdi2Xv+kiQJO8Vk79n/G5sZhTAYDHjy5Amvas+nqVOnokWLFmjXrl2Ov8ec2Ts6OmLlypUoW7YsevTogfv37+d7m0rGcS+WPef/8OFDnDx5EoGBgUL2b8/ZvwybGQXh6qn5I0kSJEnCzJkzc32HgDmzd3Fxwdq1a+Hp6YlevXohISHBbNtWIo57sew1/6ioKBQsWBD169cXVoO9Zv8ybGYUQqPRQKvVcnDnUUZGBqZMmYJ3330XVatWzdX3WiJ7Dw8PhIeHIzMzE++88w6Sk5PNtm0l4bgXy57z379/P/z9/YW9d3vO/mXYzBABWLVqFR48eIBPPvlEdClZtFotNm/ejLi4OLz77rtIT08XXRIR4fkt2aJOMdGL2MyQ3bt//z7CwsIwYcIEaLVa0eWYKF68OLZt24aYmBgMHz6c05cTycDZs2dx7949NjMywmaG7N6nn36KUqVKoX///qJLeakyZcpg27ZtiI6OxpgxY3jBH5FgkiShdu3aKFasmOhS6H+4NpOC8Jdc7p09exZr167F1q1b4eCQ938Ols6+UqVK2LRpE7p27QpPT0/MmjWL05j/D8e9WPaYvyRJsjgqY4/ZvwqPzCiEXq/Hw4cPuRx8LhiNRkyePBlvvfUWWrZsmeftWCv7OnXqYMOGDVi7di0+++wzi+7LVnDci2WP+T969AgnTpwQvoSBPWafHR6ZIbu1e/dunDx5EocOHRJdSo41bdoUq1evRr9+/eDl5YXhw4eLLonIrkRFRcHDwwMNGzYUXQr9A4/MKIRGo0HBggV5m14OpaSkIDQ0FCNGjEC5cuXytS1rZx8YGIgVK1YgNDQU69ats8o+5YrjXix7zF+SJPj5+eXrtLQ52GP22WEzoyCi/3HZkmXLliEjIwPBwcFm2Z61s+/UqRMWLVqEjz/+GDt37rTqvuWG414se8rfaDRCp9MJP8X0jD1l/zrCk5jjMcfk68zUTFRqXwl9dvUBANw9dxe7huxC3Jk4aMtr0eGrDijbsqyIUkkhbt++jaVLl2L+/Pnw8PAQXU6e9enTB4mJiRg5ciQ8PDzQpk0b0SURKdr58+cRFxcnm2aGnhPezExKmpT13wa9AYvLLEaNXjUAAPoMPTZ23ogGwxpgUNQgXNhyAeFdwjHq6ii4al1FlUw2bubMmahevTq6d+8uupR8Gzp0KBITE/Huu+9i06ZNaN68ueiSiBRLkiTUqFEDxYsXF10K/YusTjP9secPpCelo1r3agCA65HXkZGcgRbjWsDB2QG1+9WG9g0tYrbHCK6UbNWxY8ewbds2zJ49G2q1rIZ/no0ZMwbvvvsu+vbti9OnT4suh0ixdDqdLG7JphfJ6tP89LenUSOoBhxdHQE8PcXkXcsbKvXz+TS863rj7rm7okqULYPBgISEBM47kA2DwYBJkyahV69eZl0cTnT2KpUK06dPx9tvv43evXvj0qVLQuoQQXT29s6e8k9MTMSxY8dkc4rJnrLPCeGnmZ5Jvp+My7svY9CBQVmPpSelw7mAs8nrXAq6IO1xWrbbio2NRWxsLAAgJsYVQDVoNBoo/aJvvV6vmKMNlhAeHo6rV69i48aNZr8DQA7ZL1q0CE+ePEHPnj3x008/oWxZ+7i2TA7Z2zN7yf/gwYNwcXFBs2bNZHMHkb1knxOyaWbOrD+DQhULoVSTUlmPOXk4IS3BtHFJe5wGJ0+nbLe1YsUKTJ8+/X9f1QNwCl5eXpDZsjtkRQkJCZg1axZCQkJQrVo10eVYTHh4OLp27Yru3bvj4MGDKFGihOiSiBTh0KFDaNu2LZcwkCnZNDOnvz2Nuu/WNXmsWM1iiA6LhtFgzDrVdOf0HTQckf1kRcOGDUPnzp0BPD0y06/f019m8fHKnSlRo9HAy8sLCQkJnBHyJUJDQ+Hq6oqBAwciPj7erNuWW/Zff/01evXqhcDAQPz4448oVKiQ6JIsRm7Z2xt7yd9oNOLHH3/EuHHjzP75kVf2kn1OF/+VRTMTeyoW987fQ+3+tU0eL+dfDg4uDoheEI0mo5ogZlsM4q/Fo1rX7P+y9vHxgY+Pj8ljer1e0T/wZ+zlfebG1atX8dVXX+Gbb76Bo6OjxfKRS/bOzs5Yt24dunXrhh49emD79u3w9PQUXZZFySV7e6X0/GNiYnD79m0EBATI7n0qPfucksXJtt++/Q2VOlSCh7fpnB8aRw2CdgUhZmsM5hWch4OzDyJoZxBcC/G2bMq50NBQNG/eHP/5z39El2I1np6eCA8PR0pKCvr27YuUlBTRJRHZLJ1Oh6pVq6JkyZKiS6FXkMWRmfaft3/lc961vDHk6BArVkNKEhERgV9++QURERF2t8p04cKFsXXrVnTs2BGDBw/GmjVr4OSU/fVmRPQiSZJkcxcTvZwsjsxQ/hmNRqSlpcFoNIouRTYyMjIwefJkDBo0yKIX/co5++LFi2Pr1q04d+4cPvjgA8UdjpZz9vbAHvJPSkrCkSNHZNfM2EP2ucFmRiEMBgMSExM558A/fPvtt7h37x7Gjx9v0f3IPfty5cph69atOHDgAD7++GNFffjJPXuls4f8Dx06BEdHRzRu3Fh0KSbsIfvcYDOjIJxv4LkHDx4gLCwM48ePz/HV8Pkh9+yrVKmCTZs2YefOnQgNDVVUQyP37JVO6flLkoRWrVrB2dn59S+2MqVnnxtMQiE0Gg0KFSokm8mcRJs3bx5KlCiBgQMHWnxftpJ93bp1sX79eqxatQoLFy4UXY5Z2Er2SqX0/I1Go2yvl1F69rkliwuAiczp/PnzWLNmDbZs2QIHBw7xf2revDlWrVqFgQMHwtPTE0OHDhVdEpFs/fHHH7h58ybXY7IB/KQnRTEajZg8eTLeeusttGrVSnQ5stS2bVssW7YMw4cPh6enJ/r06SO6JCJZkiQJlSpVQpkyZUSXQq/BZoYU5YcffsCxY8dw+PBh0aXI2ttvv42kpCSMHj0aHh4e6NSpk+iSiGRHrqeY6EVsZkgxUlJSEBoaihEjRqBcuXKiy5G9fv36ITExEcOGDYO7uzsPpRP9w5MnTxAdHY2RI0eKLoVygM2MQuj1ety/f190GUJ99dVXSEtLw0cffWTV/dpy9iNGjEBCQgIGDRqELVu2oEmTJqJLyhVbzl4JlJz/4cOH4eDggGbNmoku5aWUnH1esJkhRYiNjcWSJUsQFhYGDw+P138DZfnkk0+QkJCAPn36YOfOnahdu/brv4lI4SRJQosWLeDi4iK6FMoB3pqtEGq1GgUKFLDbeQdmzpyJatWqoWfPnlbft61nr1KpMHPmTHTs2BG9evXClStXRJeUY7aeva1Tcv46nU7Wp16VnH1eMAWFUKlUcHR0tLv1hwDg+PHj2Lp1K2bPni3kH7YSsler1Vi4cCGaNWuG7t2748aNG6JLyhElZG/LlJr/1atXcf36dVlf/KvU7POKzQzZNIPBgJCQEPTs2RMNGjQQXY5Nc3BwwPLly1G1alX06NEDcXFxoksiEkKSJJQvXx5vvPGG6FIoh9jMkE3btGkTLl26hClTpoguRRGcnZ2xevVqFCtWDD179kR8fLzokoisTu6nmOhFbGbIZiUmJmLmzJkYPXo0ihcvLrocxXBzc8OGDRvg4OCAoKAgJCUliS6JyGpSUlJw+PBhWZ9iohexmVEIe1xBddGiRXBzc8Pw4cOF1qHE7L28vLB582YkJiaif//+SE1NFV3SSykxe1uixPyjo6MBAC1atBBcSfaUmH1+sJlRCKPRiLS0NEWthpyda9euYcWKFZg+fbrwWyeVmn2RIkWwdetW/PXXXxgyZAgyMjJEl/QCpWZvK5SYv06nQ7NmzeDq6iq6lGwpMfv8YDOjECqVCs7OznZzZXtoaCiaNm2K9u3biy5F0dmXKFECW7duxW+//YYPP/xQdn8FKjl7W6DE/G1lCQMlZp8fbGYUQq1Ww9PT0y7mHIiMjMS+ffswa9YsWfxDVnr25cuXx9atWyFJEsaPHy+rvwSVnr3cKS3/69ev4+rVq2jTpo3oUl5LadnnF1Mgm5KZmYnJkydj4MCBqFatmuhy7Ea1atWwadMmbNmyBTNnzhRdDpFF6HQ6lC1bFuXLlxddCuUSlzMgm/Ltt98iLi4O48ePF12K3alfvz7Wr1+P3r17w8vLy+prYBFZmiRJCAwMlMURX8odHpkhm/HgwQPMmzcP48ePR6FChUSXY5datGiBVatWYd68efjmm29El0NkNqmpqTh06JBNnGKiF/HIjEIYjUZkZGTI6noGc5s3bx58fHwwaNAg0aWYsIfs/+nNN9/El19+iZEjR8LLy0vIeljP2Fv2cqOk/I8cOYLMzEzZ35L9jJKyNwc2MwphMBjw+PFj0WVYzIULF7BmzRps3rwZDg7yGrZKz/5lunXrhqSkJIwaNQru7u7C7iqzx+zlREn5P7sl293dXXQpOaKk7M2Bp5lI9oxGI0JCQvCf//wHfn5+osuh/xkwYABCQkLw/vvvIyoqSnQ5RPliK7dk08vJ609cyjONRgOtVov4+Hjo9XrR5ZjVTz/9hGPHjuHQoUOiS3kpJWf/Ov/3f/+HhIQEDBgwAFu3bkWjRo2sun97zl4OlJL/zZs3cfnyZZtaj0kp2ZsLj8yQrKWmpmLatGkYPnw4V7CVqYkTJ6JPnz7o06cPzp07J7ocolzT6XQoVaoUKleuLLoUyiO7OTKj0Wig0YiuwnKeTZyktAmUvv76a6SmpmLs2LHQyPQHqNTsc2PevHl48uQJevXqhR9//BEVK1a0yn6ZvVhKyV+n06FNmzayux4vO0rJ3lxs5yeXT3q93i4OxRkMBsW8z9jYWCxYsADz5s2Dm5ub7N+XkrLPi0WLFmHIkCHo2rUrfvjhB5QqVcpq+7b37EWz5fzT09MRFRWFZcuW2eR7sOXszYktHcnWrFmzULVqVfTq1Ut0KZQDDg4OWLFiBSpVqoTu3bvj7t27oksieq1jx44hPT0drVq1El0K5QObGYXQ6/V4+PChYjr0EydOYMuWLZg9e7bsD6MqLfv8cHZ2xurVq1G4cGH06tULjx49suj+mL1YSshfkiQ0adIEHh4eokvJFSVkb055+i3xxRdfWPxDinJPbisa55XBYEBISAh69uyJhg0bii4nR5SSvTm4u7tj48aNAIB33nkHSUlJFt0fsxfL1vN/toSBLbL17M0pT83M+PHjUaJECbzzzjvQ6XTmronyQEkrqG7ZsgUXL17E5MmTRZeSI0rK3lwKFCiALVu24OHDhxg0aBBSU1Mtsh9mL5at53/79m3ExMTY5Pwytp69ueUphdjYWCxcuDBrqfTy5ctj1qxZ+Pvvv81dH+WQSqWCs7OzzS+QlpSUhJkzZ+Kjjz6Cj4+P6HJyRCnZm1vRokWxbds2XL16FcOGDUNmZqbZ98HsxbL1/CVJgo+PD6pVqya6lFyz9ezNLU/NjJeXF4YPH46jR4/izJkz6NKlCz7//HO88cYbaN++PbZt24aMjAxz10p2YPHixXB2dsaIESNEl0JmULJkSWzduhXHjx9HcHAwD4uTrHCVbOXI9/GpmjVrYtGiRfjtt9/QokUL7NmzBz179kTJkiUxbdo0pKSkmKNOsgN//vknvvrqK0yfPh0uLi6iyyEzqVChArZs2YK9e/di4sSJXBiPZCEjIwMHDhywyVNM9KJ8NTNGoxE///wzevTogfLly+PixYsYN24coqOjMXz4cHz++efo16+fuWolhQsNDUXjxo3RoUMH0aWQmdWoUQPh4eEIDw/HnDlzRJdDhOPHjyM5OZnrvSlEnibNu3r1KlatWoXvvvsOt2/fRtu2bbF+/Xp06dIlawbFpk2bomHDhggKCjJrwfRyBoMBT548sdnD+FFRUdizZw8iIiJs7pCvrWdvLQ0bNsTatWvRp08feHl54cMPP8z3Npm9WLacvyRJaNSoEby8vESXkie2nL0l5KmZqVSpEkqWLIl3330X7733HsqWLfvS11WtWhVNmjTJV4GUM0aj0WZP6WVmZmLy5MkYOHAgqlevLrqcXLPl7K2tVatWWLlyJQYPHgwvLy8MHDgwX9tj9mLZcv46nQ5dunQRXUae2XL2lpCnZub7779Hhw4dXntLWOXKlREREZGnwih3VCoVHB0dkZGRYXPXJKxZswZ37tzBhAkTRJeSJ7acvQhvvfUWli5dig8//BCenp7o1q1bnrfF7MWy1fzv3LmDc+fOYenSpaJLyTNbzd5S8tTMdOrUydx1UD6p1Wp4eXnZ3HLwDx8+xKeffopPPvkEhQoVEl1Onthq9iL17NkTiYmJ+OCDD+Du7o527drlaTvMXixbzV+n06FYsWKoWbOm6FLyzFaztxS7WWiS5CksLAze3t4YNGiQ6FLIygYPHozExES89957CA8Ph6+vr+iSyE7odDrekq0wnDqQhImJicHq1asxa9YsODo6ii6HBAgODsbQoUPRr18/nDx5UnQ5ZAcyMzMRGRnJW7IVhs0MCWE0GhESEoK2bdvC399fdDkk0JQpU9CrVy8EBQXhwoULosshhTt58iQSExN5S7bCsJlREEtMF28pP//8M44ePYrp06eLLsUsbCl7uVGpVPj000/Rpk0b9OzZE9euXXvp69atWwd/f3+UKlUK1apVy5rD6ln2v/zyCwICAlCqVCk0atQIq1atstp7sGe2NvZ1Oh0aNGgArVYrupR8s7XsLYnNjELo9Xo8evTIJi4ES01NxbRp0zBs2DCUL19edDn5ZkvZy5VarcbSpUtRv3599OjRA7dv3zZ5PiwsDFOnTkX37t2xadMmzJ8/H97e3lnZHzlyBAMGDEDt2rURHh6OoKAgTJw4EWvXrhX0juyDLY59SZIUcYrJFrO3JJVR4fd0nToFNGgA7N8fjzp1+EOXgyVLluDrr7/G0aNH4eHhIbockpHU1FS88847uHPnDnbt2oUiRYrg8uXLaNWqFTZu3IiAgICXfl/v3r3x6NEj7N27N+uxMWPGYN++fThz5gxXFiYAwN27d1GjRg388ssvqFu3ruhyKAeKFCmSo9fxX7hCaDQaFCpUCBqNRnQp2bpz5w4WLlyIyZMnK6aRsZXsbYGLiwu+++47eHl5oVevXnj8+DHCw8NRtmzZlzYyGo0G7u7uOHToELp27WryXPfu3REXF4ezZ89aq3y7Y2tjPzIyEkWLFkXt2rVFl5Jvtpa9pbGZURBb+Otz1qxZqFy5Mnr37i26FLOyhexthYeHBzZu3Ai9Xo933nkHx44dQ7Vq1bBgwQJUq1YNJUqUQOfOnbOalD///BPp6emoVKmSyXaqVKkCALh8+bLV34M9saWxL0kSAgICbKrm7CjlfZgD55khqzl58iQ2b96MH3/8kf8IKVtarRabN29Gp06dcOfOHajValy6dAmfffYZnJyc8Nlnn6Fnz544ceIE4uPjAQAFChQw2UbBggUBIOt5sm96vR4RERGYO3eu6FLIAtjMkFUYDAaEhISge/fuaNSokehyyAZ4e3tj27ZtaNSoEfR6PVauXIkaNWoAAGrXro2GDRtizZo1aNOmDQC8cgI0ToxGAHD69Gk8evSIU0EoFP88JqvYunUrYmJiMHXqVNGlkA0pXbo0qlSpApVKheXLl2etEFy8eHFUrFgRFy9ezLrF9tGjRybf++zrZ0doyL5JkoT69eujcOHCokshC2AzoxB6vV62a3QkJSVhxowZCA4Oho+Pj+hyzE7O2StBrVq1ULBgQfz000+YPHnyC4vqFSpUCE5OTrhy5YrJ45cuXQLwdMFbsgxbGvuSJCEwMFB0GWZjS9lbg2yamQvbLmBZzWWY4z4Hi8suRsz2GADA3XN3sbLpSsx2m41lNZfhr4N/Ca5UvuQ6qJcsWQJnZ2eMGDFCdCkWI9fsleDNN99EfHw85syZg/Xr1yMsLAyxsbG4cuUKatSoAQcHB/j6+uL77783+b4dO3bA29sbtWrVElS5fbCFsf/gwQP89ttviphf5p9sIXtrkcU1M3/q/sTej/ai+8buKN28NJLvJyM9KR36DD02dt6IBsMaYFDUIFzYcgHhXcIx6uoouGpdRZctK2q1Gq6urkhJSck6FC8H169fx1dffYWvvvoKrq7K/JnJNXul6NChA2rXro2FCxdi6NChWLx4MdavX4/ChQtj4MCBcHd3xyeffIKOHTti9OjR6NGjB44ePYq1a9di/vz5vNjcgmxl7EdGRkKr1Spqbhlbyd5aZPGvPGJqBFpNbYUyvmWgUqvgXswd2vJaXI+8jozkDLQY1wIOzg6o3a82tG9os47a0HMqlQqurq6yu9gxNDQUDRs2RMeOHUWXYjFyzV4pNBoNwsPDUa9ePaxatQpqtRqxsbEYOHAgPDw84OrqisaNG+O7777Db7/9hl69emHjxo2YM2cO+vfvL7p8RbOVsf/slmwlzcliK9lbi/AjMwa9AbeO3UKlDpWwtOJSZCRnoELbCmi3uB3unrsL71reUKmf/7C863rj7rm7AiumnDp48CB+/vlnSJLEf3CUL0WLFsXy5cuzvg4PD8dHH32ESpUqYfDgwQCAtm3bom3btqJKJJkyGAyIiIhQzDpw9HLCm5kncU9gyDDgwuYLGBQ5CE4eTtj2zjbs/WgvtBW1cC7gbPJ6l4IuSHucJqhayqnMzEyEhIRgwIABqFmzpuhySGGCgoKQmJiI4cOHo3jx4mjWrJnokkimzpw5g/v3779yKQxSBuHNjKObIwCg0f81glcpLwBAy5CW2PT2JvhO8kVagmnjkvY4DU6eTtluMzY2FrGxsQCAmBhXANWg0WigoCOML3h2+FQuh1FXr16N27dvIyQkRDY1WYrcsrcXw4cPR3JyMnr06IHDhw+jXLlyokuyO7Yw9nU6HerVq4fixYuLLsWsbCF7axLezLgUdIFXaa+XnoYoVrMYosOiYTQYs0413Tl9Bw1HNMx2mytWrPjHIcV6AE7By8sLCljx/bW8vLxEl4CHDx9i7ty5mDFjBipWrCi6HKuRQ/b2ZsaMGThx4gQ++ugjRERE8GJfQeQ89qOiotChQ4es+YiURs7ZW5PwZgYA6g+pj2NfHEOl9pXg6O6Iw58eRuXOlVHOvxwcXBwQvSAaTUY1Qcy2GMRfi0e1rtWy3d6wYcPQuXNnAE+PzPTrByQkJCA+nrexWcPEiRNRpEgRBAUFcSp5sriwsDA0b94cixYtyrp+hgh4upTFkSNHMGXKFH4W2aicNqGyaGZaTmqJ5PvJ+LL6l1A7qFG5Q2X8Z9F/oHHUIGhXEHYP2Y3IqZHQltciaGcQXAtlf4uvj4/PC5Oz6fV6xd+T7+DggMzMTKE1XLx4Ed988w02bNgAtVqt+MyfkUP29qp06dKYNm0apk2bhtatW6NUqVKiS7Irch77kiTBy8sLdevWVeRnkZyztzaV8d/TaSrMqVNAgwbA/v3xqFNHeYP5GY1GA61WK3RGSKPRiF69esHZ2Rnr1q0TUoMIcsjeXj3L/sGDB+jcuTOcnZ2xadMm3j1nJXIf+x9++CFSUlKwcuVK0aWYndyzN5ciRYrk6HU8wUxms3fvXhw+fJi3QJLVqdVqLFq0CEeOHMGmTZtEl0MyYDAYoNPpFDfrL70cmxkyi7S0NEyZMgXDhw9HhQoVRJdDdqh8+fKYOHEiJk+ejDt37oguhwQ7d+4c7t69y1uy7QSbGTKLFStW4MmTJxg9erToUsiODR06FBUrVsT48eNfWJCS7ItOp0PNmjUVd0s2vRybGQURtT7HnTt3sHDhQkyePBmenp5CahCNa6OI88/sNRoNFi9ejP3797+w8CRZhlzHviRJij/FJNfsRWAzoxB6vR4PHz4UciHY7NmzUbFiRQQFBVl933IgMnt797Lsq1atijFjxmDixIl48OCBwOqUT65j//Hjxzh+/Liimxm5Zi8KmxnKl99++w2bNm3CnDlzOGEZycaoUaNQvHhxhISEiC6FBDhw4ADc3NzQsGH2E6yScvC3j0I8u03PmlNbG41GTJo0Cd26dUPjxo2ttl+5EZE9PfWq7B0dHbFkyRLs3LkTe/fuFVSd8sl17EuSBD8/Pzg6OoouxWLkmr0obGYUxNqDetu2bbhw4QKmTp1q1f3KET9QxHlV9rVr18aHH36Ijz/+GI8fP7ZyVfZDbmPfaDTazS3ZcsteJDYzlCdJSUmYPn06Ro0ahRIlSoguh+ilxo4dC09PT4SGhoouhazkwoULiI2NRWBgoOhSyIrYzFCeLF26FI6Ojhg5cqToUoheycXFBUuWLMGGDRsQFRUluhyyAp1Oh+rVq/OPLDvDZoZy7a+//sKyZcsQGhoKV9fs18kiEq1Ro0Z4//33MWbMGCQlJYkuhyzMHm7JphexmVEIg8GAx48fW2XegdDQUDRo0ACdOnWy+L5sgTWzJ1M5zX7ixIlQq9WYM2eOlSqzD3Ib+4mJiTh69KhdnGKSW/aisZlRCKPRiIyMDIvPenro0CH89NNPmDVrFhfz+x9rZU8vymn27u7uWLRoEb755hscPXrUStUpn9zG/sGDB+Hs7GwXd1fKLXvR2MwohEqlgpubm0UbjMzMTEyePBn9+/dHrVq1LLYfW2ON7OnlcpO9r68v+vfvj+DgYKSkpFihOuWT29h/dku2k5OT6FIsTm7Zi8ZmRiHUajXc3NwsOnHdunXrcPPmTUyYMMFi+7BF1sieXi632U+bNg0pKSn47LPPLFyZfZDT2DcajZAkyS5OMQHyyl4OmALlyKNHjzB37lx88sknKFKkiOhyiPLE09MT8+fPx7Jly3D69GnR5ZAZXb58Gbdu3eLFv3aKzQzlSFhYGAoXLozBgweLLoUoX9q2bYvu3bsjODgY6enposshM5EkCVWqVEGpUqVEl0ICsJmh17p06RJWrVqFWbNmKXp6cLIfM2fOxL1797B06VLRpZCZ2NMpJnoRmxmFMBqNSE1NNfuV7UajEZMnT0br1q35QfEKlsqeXi+v2RcqVAjz5s3DwoULERMTY6HqlE8uYz8pKQlHjhyxq1NMcsleLtjMKITBYEBSUpLZ5xzYt28fDh8+jBkzZph1u0piqezp9fKTfadOndCuXTsEBwcjMzPTAtUpn1zG/uHDh+Hg4ICmTZsKrcOa5JK9XLCZURBzX9WelpaGKVOmYOjQoahQoYJZt600vKNAnPxk/+mnn+L69etYvny5GSuyL3IY+5IkwdfXF87OzqJLsSo5ZC8XTEIhNBoNChUqZNZVVP/73/8iKSkJY8aMMds2lcgS2VPO5Dd7b29vzJo1C/PmzcPVq1fNXJ3yyWHsP7sl255OMQHyyF5O2MzQS8XFxWHBggUICQmBl5eX6HKILKZnz57w9fVFcHAwD9nboKtXr+LGjRu8ps/OsZmhl5o9ezYqVKiAPn36iC6FyKJUKhXmz5+P8+fP49tvvxVdDuXS/v37UaFCBZQrV050KSQQmxl6wW+//Ybw8HDMnj2b52TJLpQsWRLTp0/HjBkzcOPGDdHlUC7odDq7O8VEL+JvKjJhNBoREhKCrl27okmTJqLLIbKa/v37o379+hg7dixvd7URycnJiI6OZjNDbGaUQq/X4/79+9Dr9fnazvbt23Hu3DlMnTrVTJUpn7myp9wzZ/YqlQoLFy7EsWPHsHHjRjNUp3yix/7hw4ehUqnQrFkzIfsXSXT2cuMgugBr0Wg04EXf2Xvy5AmmT5+O4OBglClTRnQ5RFZXsWJFhISEYMqUKWjTpg18fHxEl0TZiIyMhK+vLzw8PESXQoLZTTOj1+sV3cFqNBp4eHggKSkpz+9z8eLF0Gg0GDlypKKzMjdzZE95Y4ns33vvPezcuRNjx47Fd999B5VKZZbtKpHosf/LL7/g/ffft8t/d6KzlxueZlKQ/KybdOPGDXz55ZcIDQ2Fq6urGauyD1yzShxzZ6/RaLB48WLodDrs3LnTrNtWIlFj/9q1a/jzzz/t+pZsfu48x2aGAAChoaGoV68eOnfuLLoUIuEqV66McePGYeLEibh//77ocugldDodypUrx9nJCQCbGcLTi+h+/PFHzJ49m4fUif7ngw8+QIkSJTBp0iTRpdBL2OOsv/RqbGbsnF6vR0hICPr164datWqJLodINhwdHbFkyRLs3r0bP//8s+hy6B9SU1Nx+PBhuz7FRKbYzCiEwWBAYmJirqdjX7duHW7evImJEydaqDLly2v2lH+Wzr5WrVoYNWoUxo0bh8ePH1tkH7ZM1Nj/9ddfYTAY4Ovra9X9ygk/d0yxmVEIo9GItLS0XE329ejRI8yZMwfjxo1DkSJFLFidsuUlezIPa2Q/ZswYFCxYkHMvvYSosS9JEpo1awY3Nzer7ldO+Lljis2MQqhUKri4uOTqmpf58+ejcOHCeO+99yxYmfLlJXsyD2tk7+zsjCVLliA8PBwREREW248tEjX2eb0MP3f+jc2MQqjVanh4eOR4LaXLly/jm2++wcyZM3l7Xz7lNnsyH2tl36BBAwwbNgxjx45FUlKSRfdlS0SM/b/++gt//PGH3Tcz/NwxxRTskNFoxOTJkxEQEGD3HwhEOTVhwgRoNBrMmjVLdCl2TafToUyZMqhYsaLoUkhG7GYGYHrul19+wcGDB3Ho0CHRpRDZDDc3NyxevBjdunVDly5d7HI9IDmQJAmBgYE8vUImeGTGzqSnp2Py5MkYOnQoJ5siyqUWLVpg4MCB+Oijj5CSkiK6HLuTlpaGgwcP8ogyvYDNjEIYjUakp6e/9sr2//73v0hMTMTYsWOtVJny5TR7Mj8R2U+ZMgVpaWkICwuz2j7lytr5Hz16FBkZGXZ9S/Yz/NwxxWZGIQwGAxISErKdc+Du3buYP38+Jk2aBC8vLytWp2w5yZ4sQ0T2np6eWLBgAb766iv89ttvVtuvHFk7f0mS0LRpU66SDX7u/BubGQV53TnkOXPmoHz58njnnXesVJH94Pl7cURk37p1a/To0QPBwcFIT0+3+v7lxJr563Q6nmL6B37uPMdmRiE0Gg0KFy4MjUbz0ud///13bNiwAbNnz37layhvXpc9WY7I7GfOnIkHDx5g8eLFVt+3XFgz/1u3buHixYtsZv6Hnzum2MzYiI0bN6Jo0aIv/G/GjBkmr/vll18QEBCAUqVKoVGjRli1ahWMRiMmTZqEt99+G02bNhX0DoiURavVIiwsDIsWLcL58+dFl6N4kiShRIkSqFKliuhSSIZ4a7aN2bRpk8n1Lj4+Pln//euvv6Jv377o1asXZs6ciaNHj2LixIk4d+4czp49ixUrVogomUixOnTogA4dOiA4OBh79uyBgwM/Ui3l2Skmnlqhl+G/PBtTp04dFC5c+KXPzZgxA7Vr18aSJUsAAL6+vvjrr7+wfv16jB07FqVKlbJmqUR2Ye7cufD19cWyZcswatQo0eUoUnp6OqKiovDFF1+ILoVkiqeZFCItLQ06nQ7dunUzedxgMMBgMMDPz09QZUTKVrRoUcyePRthYWH4448/RJejSMePH0dqaipatWoluhSSKTYzNqZly5bw9vZGw4YNsXjxYuj1egDA1atXkZ6ebjLF982bN7Fz504AwI0bN0SUaxf0ej0ePHiQ9bMg65FL9t27d4efnx+Cg4Pt6lZZa+UvSRIaN24MT09Pi+7Hlshl7MsFmxkb4e3tjfHjx+OLL75AeHg4Wrdujblz52LSpEkAgEePHgEAChQokPU906dPR926dQEA8fHx1i7ZrnDiKnHkkL1KpcL8+fMRExODb775RnQ5VmWN/HlL9svJYezLBa+ZsRGBgYEIDAzM+jogIACurq5Yvnw5Ro8enbVy6rP/j46Oxu7du7Fnzx68+eabvGjOgtRqNdzd3fHkyRO7+qtcDuSUvY+PD6ZPn47JkyfjzTffRNmyZYXWYw3WyD82Nhbnz5/Hl19+aZHt2yo5jX054JEZG9alSxfo9XqcO3cOBQsWBAA8fvwYer0ekyZNQt++fVG6dGkAyHqezE+lUsHZ2ZkNowByy75fv35o2LAhxo4daxd/NVsjf51Oh+LFi6N69eoW24ctktvYF43NjA3754flG2+8AScnJ1y+fBnr16/HjRs3MHHiRFy6dAkAULlyZVFlEtkNlUqFhQsX4vjx41i/fr3ochSBq2RTTrCZsWE7d+6ERqNBrVq14OzsjMDAQGzbtg1z5szBuHHjULRoUezYsQPe3t6oVauW6HKJ7ELZsmUREhKCqVOnIjY2VnQ5Ni0zMxNRUVG8XoZeS/g1MzsH7cTZDWehcXo+JfMHFz5AgTJPL2S9e+4udg3ZhbgzcdCW16LDVx1QtqXyz0X/W8+ePdGqVStUrVoVALB371589913GDp0KLy9vQEAU6dOha+vLzw8PFCtWjUsXLgQa9euxfz587OupSEiyxsyZAi+//57fPzxx1i3bh2PKuTRiRMn8OTJE04tQa8lvJkBgGZjmqHNp21eeFyfocfGzhvRYFgDDIoahAtbLiC8SzhGXR0FV62rgErFqVSpEtatW4fY2FgYDAZUqFABs2bNwvvvvw/g6XwyTk5OAJ5Os963b1+UKFECc+bMQf/+/UWWrngGgwFJSUm8CE8AuWavVquxZMkS+Pv7Y/v27ejevbvokizC0vlLkoSGDRua3KVJT8l17Isii2bmVa5HXkdGcgZajGsBlVqF2v1q48iiI4jZHoP679UXXZ5VzZkzJ9vnjUYjxo8fj8DAQGzcuNFKVRHwNPvU1FTRZdglOWdfsWJFfPLJJ5g0aRJatWqFokWLii7J7CydvyRJ6NSpk8W2b8vkPPZFkMW5h5Nfn8S8QvOwvM5y/Lbqt6zH7567C+9a3lCpnx+i9a7rjbvn7oooU9b279+PqKgozJw5U3QpdkelUsHJyYmnEgSQe/YjR45E6dKlMXHiRNGlWIQl84+Li8PZs2dNpqSg5+Q+9q1N+JGZJqOa4M35b8JF64IbB29gc4/NcC7gjOrdqyM9KR3OBZxNXu9S0AVpj9Oy3WZsbGzWhXcxMa4AqkGj0UDJK6WvW7cOo0aNQvXq1TkjpJVpNBp4eXkhISGB2VuZ3LPXaDT44osvEBAQgJ9//hkdO3YUXZJZWTL/qKgoFCtWDHXr1uU1fy8h97FvbcKbGZ/6z1d9LudfDo0+aIQLWy6gevfqcPJwQlqCaeOS9jgNTp5O2W5zxYoVmD59+v++qgfgFLy8vKDVmrl4GdmxYwcyMjLg5uYmuhS79c/VzMm65Jy9r68vJk2ahE8++QQdO3aEVoEfRJbI/8CBA3jrrbdeubAuPSXnsW9NwpuZf1OpVcD/pk8pVrMYosOiYTQYs0413Tl9Bw1HNMx2G8OGDUPnzp0BPD0y068fkJCQgPh45Xav7NLFYfbi2Er2I0eOxJYtW/DBBx8oaiZbS+WfmZmJvXv34rPPPuNSLK9gK2M/v3La/AtvZs5vPo+Kb1WEk7sTbkbfxPEvjuOtz98C8PRIjYOLA6IXRKPJqCaI2RaD+GvxqNa1Wrbb9PHxgY+Pj8ljer1e0T/wZ+zlfcoRsxdH7tlrNBosWbIEb731Frp06aK4eVPMnf+JEyeQkJAAPz8/Wf9c5UDuY99ahDczx744ht1Dd8OoN6JAmQIImBmAmkE1AQAaRw2CdgVh95DdiJwaCW15LYJ2BsG1kH3dlp1TmZmZokuwW8xeHFvJvl69ehg+fDg+/vhjHDx4EB4eHqJLMgtL5C9JEho0aKDIU3LmZCtj3xpURoUvIHLqFNCgAbB/fzzq1GH3SkTipKSkwN/fH35+fggLCxNdjmy1bdsW7dq1w8cffyy6FBKsSJEiOXodLxEnIrISV1dXLFq0CGvWrMHhw4dFlyNL9+7dw+nTpxV3Ko4si82MQmg0GhQuXBgaJd9/LlPMXhxbzL558+YYNGgQRo8ejeTkZNHl5Isl8o+MjEThwoVRp04ds21TiWxx7FsSmxkF4eRJ4jB7cWwx+ylTpiAjIwPz5s0TXUq+mTt/SZIQEBDAuWVywBbHvqVwtBARWZmHhwcWLlyI5cuX4+TJk6LLkQ29Xo+IiAieYqJcYzNDRCRAQEAAevfujeDgYKSlZT+rub34/fffER8fD39/f9GlkI1hM0NEJMiMGTPw6NEjLFq0SHQpsiBJEurWrZvjO1iInmEzoxB6vR7x8fGcPEkAZi+OrWdfsGBBfPbZZ1iyZAnOnTsnupxcM3f+Op2Op5hyyNbHvrmxmVEQDmpxmL04tp79W2+9hU6dOmHUqFHIyMgQXU6umSv/hw8f4uTJk2xmcsHWx745sZlRCLVaDQ8PD94BIACzF0cp2c+ZMwe3b9+2uXWbzJl/ZGQkChYsiHr16pmhMuVTytg3F6agECqVCi4uLrxVTwBmL45Ssi9SpAjmzp2L+fPn4/Lly6LLyTFz5i9JEvz9/TlvSg4pZeybC5sZIiIZePvttxEQEICPPvrI7k4fGAwG3pJN+cJmhohIBlQqFT777DNcunQJK1euFF2OVZ09exb37t1DQECA6FLIRrGZISKSieLFi2PGjBmYM2cOrl+/Lrocq5EkCbVr10axYsVEl0I2is2MQhiNRiQnJ0Phi6DLErMXR4nZv/POO2jcuDHGjBkj+/dlrvwlSeIpplxS4tjPDzYzCmEwGJCcnAyDwSC6FLvD7MVRYvYqlQoLFizAyZMnsW7dOtHlZMsc+T969AgnTpxAYGCgGStTPiWO/fxgM6MQKpUKjo6OvLJdAGYvjlKzL1OmDKZMmYKpU6fi9u3bost5JXPkHxUVBU9PTzRs2NCMlSmfUsd+XrGZUQi1Wo0CBQpwzgEBmL04Ss5+8ODBqFGjBsaOHSvbUwnmyF+SJPj5+cHBwcGMlSmfksd+XjAFIiIZUqvVWLJkCQ4dOoStW7eKLscijEYjdDodTzFRvrGZISKSqQoVKmD8+PEICQnB3bt3RZdjdufPn0dcXBwv/qV8YzNDRCRjw4cPR9myZTFhwgTRpZidJEmoUaMGihcvLroUsnFsZhTE3mYNlRNmL47Ss3dwcMCSJUuwZ88e7N69W3Q5L8hP/pIk8RRTPih97OcGmxmF4HLw4jB7cewl++rVq2P06NEYP3484uPjRZeTJT/5JyQk4Pjx4zzFlEf2MvZzis0MEZENCA4ORtGiRTF58mTRpZjFgQMH4OLigsaNG4suhRSAzYxCaDQaaLVarjgrALMXx56yd3JywpIlS7Bt2zb88ssvossBkL/8n92S7ejoaIHKlM+exn5OsJlREA5qcZi9OPaUfd26dTFy5Eh8/PHHSExMFF0OgLzl/+yWbJ5iyh97Gvuvw2aGiMiGjBs3Dq6urpgxY4boUvLs4sWLuH37Ni/+JbNhM0NEZENcXV2xZMkSfPfddzh8+LDocvJEkiRUrVoVJUuWFF0KKYTdzB+t0Wig5CNyz6a05tTW1sfsxbHX7Js3b44hQ4bgo48+wsGDB+Hu7i6kjrzmHxERgTZt2vA0ST7Y69h/FZVRrot+mMmpU0CDBsD+/fGoU0e5t7CpVCo4ODggMzNTtuu4KBWzF8ees09KSoKfnx/at2+PmTNnCqkhL/knJSWhcuXK2LRpE1q2bGnhCpXLXsZ+kSJFcvQ6tnQKYTQakZGRoehBLVfMXhx7zt7DwwMLFy7E119/jRMnTgipIS/5Hzx4EI6OjrwlO5/seey/DJsZhVCr1XBzc+MhRwGYvTj2nr2fnx/69OmD4OBgpKWlWX3/eclfp9OhVatWcHZ2tmBlymfvY//fmIJCqFQquLm5QaVSiS7F7jB7cZg9MH36dCQkJGDBggVW33du8zcajZAkibdkmwHHvik2M0RENqxAgQKYP38+li5dijNnzoguJ1tXrlzBzZs3eUs2mR2bGSIiG9euXTu8/fbbCA4ORkZGhuhyXkmn06FSpUooU6aM6FJIYdjMEBEpwOzZs3Hnzh18/vnnokt5JZ5iIkthM6MQRqMRqampvLJdAGYvDrN/rnDhwpg7dy4WLFiAS5cuWWWfucn/yZMniI6O5ikmM+HYN8VmRiEMBgOSkpJgMBhEl2J3mL04zN5Uly5d0KZNGwQHB0Ovt/y8WrnJ//Dhw3BwcECzZs0sXpc94Ng3xWZGQTibpjjMXhxm/5xKpcK8efPwxx9/4L///a9V9pnT/CVJQosWLeDi4mLhiuwHx/5zbGYUgsvBi8PsxWH2LypevDhmzpyJOXPm4M8//7TovnKa/7NVsnmKyXw49k2xmSEiUpigoCA0bdoUo0ePlsVpiGvXruH69eu8+Jcshs0MEZHCqFQqLFy4EKdPn8batWtFlwNJklC+fHm88cYbokshhWIzQ0SkQKVKlcK0adMQGhqKW7duCa2Ft2STpbGZURDeoicOsxeH2b/awIEDUatWLYwdO9ZiOb1uuykpKbwl20I49p9jM6MQer0eDx48sMrtmGSK2YvD7LOnVquxePFiREdHY/PmzWbffk7yj46OBgC0aNHC7Pu3Zxz7ptjMEBEpWPny5TFhwgRMnjwZcXFxVt+/JElo3rw5XF1drb5vsh9sZhRCo9GgYMGCvE1PAGYvDrPPmWHDhqF8+fIYP368Wbebk/wlSeIpJgvg2DfFZkZBHBwcRJdgt5i9OMz+9TQaDZYsWYJ9+/Zh165dZt12dvn/+eefuHbtGtq0aWPWfdJTHPvPsZkhIrIDVatWxdixYzFhwgQ8fPjQKvvU6XQoV64cypcvb5X9kf1iM0NEZCdGjRqFYsWKYfLkyVbZnyRJCAgIgEqlssr+yH6xmSEishOOjo5YsmQJtm/fjn379ll0X6mpqTh8+DBPMZFVsJlRCIPBgISEBFlMXW5vmL04zD736tSpg//7v//Dxx9/jISEhHxtK7v8jxw5gszMTN6SbSEc+6bYzCiE0WhEeno6J1ESgNmLw+zz5uOPP4aHhwdCQ0PztZ3s8pckCc2aNYO7u3u+9kEvx7Fvis2MQqhUKri4uPDctADMXhxmnzcuLi5YvHgx1q9fj4MHD+Z5O9nlr9PpuISBBXHsm5JVM5P8IBlhRcKwsunKrMfunruLlU1XYrbbbCyruQx/HfxLYIXypVar4eHhAbVaVj9Su8DsxWH2ede4cWMMGTIEo0ePxpMnT/K0jVflf/PmTVy+fJnNjAVx7JuSVQr7xu6Ddy3vrK/1GXps7LwRVbtWxfj48fCd4IvwLuFIiU8RWCURkTJMmjQJADBnzhyzbleSJJQqVQqVKlUy63aJXkU2zcz1yOuIvxqP2gNqmzyWkZyBFuNawMHZAbX71Yb2DS1itscIrJSISBnc3d2xaNEirFy5EseOHTPbdp+dYuIpELIWWTQzmWmZ+On/fkL7Ze1NBv/dc3fhXcsbKvXzx7zreuPuubsiyiQiUpyWLVuiX79+CA4ORmpqar63l56ejgMHDvAUE1mVLOZCPjT3ECq0qwDvWt6IPRmb9Xh6UjqcCzibvNaloAvSHqdlu73Y2FjExj7dTkyMK4Bq0Gg0UPISFmq1Gunp6Tx/KgCzF4fZm8eMGTPQrFkzLFy4EFOmTMnx970s/+PHjyM9PR1+fn5cN8iCOPZNCW9mHlx5gDNrz2D478NfeM7JwwlpCaaNS9rjNDh5OmW7zRUrVmD69On/+6oegFPw8vKCVmumomXMySn7bMhymL04zD5/tFot/vvf/6JLly7o168f6tevn6vv/2f+hw8fhq+vL8qUKWPuMuklOPafEt7M3Dx8Ewm3ErC43GIAgD5Nj8zUTIQVCUPnbzrj7tm7MBqMWaea7py+g4YjGma7zWHDhqFz584Anh6Z6dcPSEhIQHy83qLvRTSVSsU5BwRh9uIwe/No3rw5unfvjgEDBkCSpBz/kvx3/j/88AN69+6N+Ph4S5VK/2MPY1+bw6MQwpuZGr1qoHyb54uQnd9yHmfWnkGfXX3g7u0OBxcHRC+IRpNRTRCzLQbx1+JRrWu1bLfp4+MDHx8fk8f0ej30euU2M8+Wg4+Pj1f0+5QjZi8OszevmTNnwtfXF4sXL8bYsWNf+/p/53/r1i3ExMQgICCAPw8L49g3JbyZcXRzhKObY9bXrlpXaJw08CrlBQAI2hWE3UN2I3JqJLTltQjaGQTXQq6iyiUiUqxChQrh008/xfDhw9GhQwdUrVo1V9+v0+ng4+ODatWy/4OTyNyENzP/VndQXdQdVDfra+9a3hhydIi4goiI7Ejnzp2xfft2BAcH46effsrVRbySJPGWbBJCds0MERGJNW/ePPj6+mLcuHH4448/cPnyZSQmJsLHxwdvvfUWxo0bBy+vp0fPX9a4rFu3DgBw9uxZFC9e3Kq1k33iPV1ERGTC29sbs2bNQnh4OCpVqoQFCxZg8+bNGD58ODZv3oz33nsv67W//vor9u7di7CwMGg0GmzduhXly5dHzZo12ciQ1fDIjELo9Xo8ePBA8Ve2yxGzF4fZW06vXr2wY8cOXLlyBZ999hnUajVatGgBZ2dnjBkzBnfu3EHx4sVRqVIlGI1G/Pjjj2jcuDHeeOMNXLt2DdOmTRP9FhSNY98Uj8woCAe1OMxeHGZvGSqVCgsWLMDZs2exZs2arMef3SqbkZEB4Hn+kiQhMDAQ27Ztg0qlQrdu3axftJ3h2H+OzYxCqNVqeHl5cTZIAZi9OMzeskqWLInQ0FCEhobijz/+wO+//4758+ejXbt2KF26dFb+cXFxOH/+PFq3bo0dO3agWbNmKFGihOjyFY1j3xRTUAiVSgUnJyfeRSAAsxeH2Vte//79kZmZiWbNmqFNmzbw9vbGihUrADzPPyIiAsWKFYNKpUJMTAy6d+8uuGrl49g3xWaGiIheSa1W49tvv4WTkxOCgoJw6dIl9OvXz2Sitv379yMwMBDbt2+Ho6MjOnXqJLBiskdsZoiIKFtvvvkmpkyZgp9//hkLFizAoUOH8OOPPwIAMjMzERkZicDAQOzYsQOtW7fO8RT0RObCZoaIiF7r/fffR6VKlbBmzRpoNBr8+eefAICjR48iMTERHh4e+Pvvv3nhLwnBW7MVwmAwICkpCQaDQXQpdofZi8PsrUej0WDJkiXw8/ODXq9H2bJlYTAY8P3336Nhw4bYt28f3N3d0a5dO9Gl2gWOfVNsZhTCaDQiNTVVdBl2idmLw+wta9CgQahTpw5q1KgBFxcXnD9/Hs7OzjAajWjSpAmMRiP27duHdu3a4ZtvvkH79u3h5uYmumy7wLFviqeZFEKlUsHZ2ZlXtgvA7MVh9pZVr1497Nq1C8OGDUP//v2xYcMGvP/++6hcuTKmT5+Oe/fu4ffff4eXlxcePHjAU0xWxLFvSmVU+Kw7p04BDRoA+/fHo04d5S6TrtFooNVquRy8AMxeHGYvxpkzZ/Dmm2+ic+fOOHz4MC5cuMAJ3KzMXsZ+kSJFcvQ6HpkhIqJcqV27NkaNGoUdO3agXbt2nLiNhOM1M0RElGtjx47FqVOnMHDgQNGlELGZISKi3HN2dsaOHTuyTnUQicRjgwrybOE3sj5mLw6zF4v5i8Psn+ORGYXQ6/V4/Pix6DLsErMXh9mLxfzFYfameGSGiIiIbBqbGYXQaDQoUqQINBqN6FLsDrMXh9mLxfzFYfam2MwQERGRTWMzQ0RERDaNzQwRERHZNDYzREREZNN4a7ZC6PV6PHz4kMvBC8DsxWH2YjF/cZi9KR6ZURAOanGYvTjMXizmLw6zf47NjEKo1Wp4eHhwwTcBmL04zF4s5i8OszdlN6eZNBoNlHw7vlqthouLC9LS0qBSqUSXY1eYvTjMXizmLw6zN2U3zYxer4derxddhsUZDAa7eJ9yxOzFYfZiMX9xmP1TPD5FRERENk3xR2ZUKcmoh4vwvJIADZTbvWo0GsDLC5qEBIBdulUxe3GYvVjMXxy7yV6rBapWBdzcsn2Z4psZl+sXcQoNgBGiK7EOL9EF2DFmLw6zF4v5i2MX2Z88CdSvn+1LVEaj0WilcoRIvp+Mv/ZeRLlygKur6GosJyYmBn379cP6detQrVo10eXYFWYvDrMXi/mLY1fZ88gM4FbEDdX6Zt/RKUEKgN8ApFSr9toOlsyL2YvD7MVi/uIwe1O8AJiIiIhsGpsZhfDx8cG0adPg4+MjuhS7w+zFYfZiMX9xmL0pxV8zQ0RERMrGIzNERERk09jMEBERkU1jM0NEREQ2jc0MERER2TQ2M0RERGTT2Mwo0PDhwzFt2jTRZRCZ3erVq9G0aVPRZRDZhKCgIISGhoouwyrYzNgQf39/uLi4wMPDI+t/O3fufOF1y5cvx/Tp061foAL4+/tDpVLh8OHDJo8HBwdDpVJh+fLlgiqzD/8c2xqNxmS8z5kzR3R5isf8rW/u3LkICAgweczX1/eFJQp69OiB0aNHW7M0m8JmxsYsXrwYSUlJWf97++23s54zGo3IzMwUV5xCVK5cGWvWrMn6OiMjA5s2bULFihUFVmUf/jm2GzVqhOXLl2d9PWnSJNHlKR7ztz5/f38cOXIEaWlpAIDU1FTExMTgyZMniIuLy3rdwYMH4efnJ6pM2WMzY+P8/f0xceJE+Pn5wd3dHSdOnMCgQYMwYcIE0aXZrL59+2L79u1ISUkBAPzwww+oU6cOSpYsmfWa1atXo0qVKtBqtWjTpg0uX76c9Vy5cuWwYMECNGjQAF5eXmjfvj3i4+Ot/j6ULCQkBIULF0bJkiWxfv36rMf9/f1Njp7t2bMH5cqVE1Chsrzs9F7x4sURGRkJ4OkfUgsWLEDlypVRqFAhtG/fHn///beASm1Po0aNoNFocOzYMQDAr7/+igYNGsDPzw8HDhwA8HRRyXv37qFly5bZ5hwREYEaNWrA09MTAwYMQHp6upD3JAKbGQVYs2YNlixZgsTERNSrV090OTavWLFiaN68edYpvNWrV2PQoEFZz0dGRmL06NFYs2YN4uLi0Lx5c3Ts2BEZGRlZr9mwYQN27tyJ27dv49GjR1i0aJGV34VynTx5EiVKlEBcXBw+//xzDBs2DAkJCaLLsmtffPEFNmzYgH379iEuLg7169dH7969RZdlExwcHNC8eXNERUUBAA4cOIBWrVqhVatWJo/VqlULGzZseGXODx8+RJcuXTBhwgTEx8ejdevW2LVrl7D3ZW1sZmzMmDFjULBgQRQsWBBly5YFAAwYMAB169aFRqOBs7Oz4AqVYdCgQVizZg3u3buH6OhodO3aNeu5devWYdCgQWjatCmcnJwwdepUPHz4EEePHs16zYcffojSpUvDw8MDPXr0wKlTp0S8DUUqWbIkPvjgAzg4OKBbt25Qq9UmR8bI+r766ivMmjUL5cqVg6OjI0JDQ3HixAncuHFDdGk2wd/fP6txiYqKeqGZiYqKgr+/f7Y5//DDD6hUqRL69+8PBwcHDBw4ELVq1RL5tqyKzYyNWbhwIR49eoRHjx7hr7/+AgCUKVNGcFXK06lTJ5w+fRrz5s1Dt27d4OLikvXcrVu3TE5dODg4oFSpUrh161bWY8WLF8/6bzc3NyQlJVmlbnvwz2wB5isH169fR+/evbP+0CpSpAjUajVPNeWQn58foqOj8eTJE5w+fRpNmjRBlSpVcP/+fdy/fz/repnscr59+/YLvwue/cFrDxxEF0D5p1azJzU3R0dH9OrVCwsXLnzhzqaSJUtmNZIAoNfr8ffff5tcU0NieHh4IDk5OevrO3fuCKxGOf6da0ZGBh4+fJj1dZkyZbB8+XL4+/sLqM72NW7cGMDTI1w1a9bMOsLu6+uL1atX49atW2jVqlW2Of/xxx8vHAm7ceMG6tata+nyZYG/BYleYfLkydi/fz+aNWtm8njfvn2xZs0anDhxAunp6Zg5cya0Wi2aNGkiqFJ6pl69eti6dSuSkpJw8+ZNfP7556JLUoQ6derg4sWLOHbsGNLT0zF16lQYDIas50eMGIGQkBBcvXoVABAfH4/NmzeLKtfmODo6olmzZpg/fz5atWqV9XirVq0wf/581KhRA0WKFMk25w4dOuDKlSvYsGEDMjMzsXbtWpw9e1bI+xGBzYzC3bhxAx4eHjx3nQfFihVDYGDgC48HBAQgLCwM77zzDooVK4YDBw5g9+7dcHR0zNF2PTw8cPDgQXOXSwBGjx6NAgUKwMfHB127dkXfvn1Nnn/rrbc4X0oeVKpUCbNmzUKHDh1QtmxZlC5dGkWKFMl6/sMPP0Tv3r3RsWNHeHl5oU6dOti7d2/W8zVq1DC564xe5O/vj7i4uBeambi4uKwjMdnlXLhwYWzfvh2zZs2CVqvFL7/8gk6dOmVtS+m/C1RGo9EouggiIiKivOKRGSIiIrJpbGaIiIjIprGZISIiIpvGZoaIiIhsGpsZIiIismlsZoiIiMimsZkhIiIim8ZmhoiIiGwamxkiIiKyaWxmiIiIyKaxmSEiIiKbxmaGiGQlISEBZcuWRc+ePU0e/+CDD6DVavH3338LqoyI5IrNDBHJipeXF1avXo1t27Zh7dq1AIC9e/di2bJlWLZsGUqVKiW4QiKSG66aTUSyNGbMGKxatQqRkZHo0KEDWrZsifDwcNFlEZEMsZkhIllKTU1FgwYNcPXqVRQuXBjnzp2DVqsVXRYRyRBPMxGRLLm4uKBbt25IS0tD37592cgQ0SvxyAwRydK5c+fQsGFDVK9eHTExMTh58iSqV68uuiwikiE2M0QkO+np6WjSpAnc3d2h0+ng6+sLvV6PI0eOwNHRUXR5RCQzPM1ERLIzbdo0XLlyBWvWrIGTkxPWrl2LmJgYzJgxQ3RpRCRDbGaISFaio6MRFhaGBQsWoEKFCgCAKlWqICwsDHPnzsXRo0cFV0hEcsPTTERERGTTeGSGiIiIbBqbGSIiIrJpbGaIiIjIprGZISIiIpvGZoaIiIhsGpsZIiIismlsZoiIiMimsZkhIiIim8ZmhoiIiGwamxkiIiKyaWxmiIiIyKaxmSEiIiKb9v+A2VseTWUahQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371851763740265)>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pn.ggplot(df,pn.aes(x='x', y='y'))+pn.geom_line(group = 1) + pn.geom_text(pn.aes(label='y'),va='bottom')+ pn.theme(\n",
    "    axis_line_x=pn.element_line(color='red'),\n",
    "    axis_line_y=pn.element_line(color='blue'),\n",
    "    axis_text=pn.element_text(margin={'t': 5, 'r': 5}),\n",
    "    panel_grid_major_x=pn.element_line(linetype='dashed'),\n",
    "    axis_text_x=pn.element_text(color='black'),\n",
    "    axis_text_y=pn.element_text(color='purple'),\n",
    "    panel_grid_minor=pn.element_line(alpha=.25),\n",
    "    panel_grid_minor_x=pn.element_line(color='red')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#动画\n",
    "plots = (plot(k) for k in np.linspace(kmin, kmax, num_frames))\n",
    "pn.PlotnineAnimation(plots, interval=100, repeat_delay=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#地图\n",
    "pn.geom_map(lakes, fill=water_color, color=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lyndonlcf\\AppData\\Roaming\\Python\\Python37\\site-packages\\plotnine\\ggplot.py:848: PlotnineWarning: Filename: D:/AU/DefaultSettings/plot_save_pic_1.pdf\n"
     ]
    }
   ],
   "source": [
    "#输出方面\n",
    "p1=pn.ggplot(df,pn.aes(x='x', y='y'))+ pn.geom_col(fill='#1EAFAE')+pn.facet_wrap('k')\n",
    "pn.save_as_pdf_pages([p1],'D:/AU/DefaultSettings/plot_save_pic_1.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on package ggplot:\n",
      "\n",
      "NAME\n",
      "    ggplot\n",
      "\n",
      "PACKAGE CONTENTS\n",
      "    aes\n",
      "    chart_components\n",
      "    colors (package)\n",
      "    coords (package)\n",
      "    datasets (package)\n",
      "    discretemappers\n",
      "    facets\n",
      "    geoms (package)\n",
      "    ggplot\n",
      "    legend\n",
      "    qplot\n",
      "    scales (package)\n",
      "    stats (package)\n",
      "    themes (package)\n",
      "    utils\n",
      "\n",
      "DATA\n",
      "    absolute_import = _Feature((2, 5, 0, 'alpha', 1), (3, 0, 0, 'alpha', 0...\n",
      "    chopsticks =      food_pinching_effeciency  individual  chops...     3...\n",
      "    diamonds =        carat        cut color clarity  depth  ta...2757  5....\n",
      "    division = _Feature((2, 2, 0, 'alpha', 2), (3, 0, 0, 'alpha', 0), 8192...\n",
      "    meat =           date    beef   veal    pork  lamb_and_...           3...\n",
      "    movies =                           title  year  length   ...   0      ...\n",
      "    mpg =     manufacturer   model  displ  year  cyl      ...midsize  \n",
      "    233...\n",
      "    mtcars =                    name   mpg  cyl   disp   hp  ...9     5   ...\n",
      "    pageviews =               date_hour     pageviews\n",
      "    0   2013-0...03 15:0...\n",
      "    pigeons =      pos               breeder           pigeon ....677  2:0...\n",
      "    print_function = _Feature((2, 6, 0, 'alpha', 2), (3, 0, 0, 'alpha', 0)...\n",
      "    salmon =      year fisher_type   chinook       coho      ...    NaN   ...\n",
      "    unicode_literals = _Feature((2, 6, 0, 'alpha', 2), (3, 0, 0, 'alpha', ...\n",
      "\n",
      "VERSION\n",
      "    0.11.5\n",
      "\n",
      "FILE\n",
      "    c:\\programdata\\anaconda3\\lib\\site-packages\\ggplot\\__init__.py\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(gg)"
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  {
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  {
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  {
   "cell_type": "code",
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  {
   "cell_type": "code",
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  },
  {
   "cell_type": "code",
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  },
  {
   "cell_type": "code",
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  {
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   "source": [
    "## 参考资料\n",
    "- [plotnine官方文档](https://plotnine.readthedocs.io/en/stable/api.html)\n",
    "- [plotnine cheat sheet](https://github.com/Easy-Shu/Beautiful-Visualization-with-python)"
   ]
  }
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